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Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5907
Optimal Scalarizations for Sublinear Hypervolume Regret
Qiuyi (Richard) Zhang
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5906
Hyperbolic Embeddings of Supervised Models
Richard Nock · Ehsan Amid · Frank Nielsen · Alexander Soen · Manfred Warmuth
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6200
LogiCity: Advancing Neuro-Symbolic AI with Abstract Urban Simulation
Bowen Li · Zhaoyu Li · Qiwei Du · Jinqi Luo · Wenshan Wang · Yaqi Xie · Simon Stepputtis · Chen Wang · Katia Sycara · Pradeep Ravikumar · Alexander Gray · Xujie Si · Sebastian Scherer
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6101
OptEx: Expediting First-Order Optimization with Approximately Parallelized Iterations
Yao Shu · Jiongfeng Fang · Ying He · Fei Yu
[ Poster [ OpenReview
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5807
Barely Random Algorithms and Collective Metrical Task Systems
Romain Cosson · Laurent Massoulié
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6004
Memory-Efficient Gradient Unrolling for Large-Scale Bi-level Optimization
Qianli Shen · Yezhen Wang · Zhouhao Yang · Xiang Li · Haonan Wang · Yang Zhang · Jonathan Scarlett · Zhanxing Zhu · Kenji Kawaguchi
[ OpenReview
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5607
Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting
Romain Ilbert · Malik Tiomoko · Cosme Louart · Ambroise Odonnat · Vasilii Feofanov · Themis Palpanas · Ievgen Redko
[ Slides [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5302
VRSBench: A Versatile Vision-Language Benchmark Dataset for Remote Sensing Image Understanding
Xiang Li · Jian Ding · Mohamed Elhoseiny
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7109
Robust Sparse Regression with Non-Isotropic Designs
Chih-Hung Liu · Gleb Novikov
[ OpenReview
Oral Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5510
DevBench: A multimodal developmental benchmark for language learning
Alvin Tan · Chunhua Yu · Bria Long · Wanjing Ma · Tonya Murray · Rebecca Silverman · Jason Yeatman · Michael C Frank
[ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5002
Causal Imitation for Markov Decision Processes: a Partial Identification Approach
Kangrui Ruan · Junzhe Zhang · Xuan Di · Elias Bareinboim
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6606
Adaptive Exploration for Data-Efficient General Value Function Evaluations
Arushi Jain · Josiah Hanna · Doina Precup
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6407
First-Explore, then Exploit: Meta-Learning to Solve Hard Exploration-Exploitation Trade-Offs
Ben Norman · Jeff Clune
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5408
Benchmarking Out-of-Distribution Generalization and Adaptation for Electromyography
Jehan Yang · Maxwell Soh · Vivianna Lieu · Douglas Weber · Zackory Erickson
[ Poster
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5310
Value Imprint: A Technique for Auditing the Human Values Embedded in RLHF Datasets
Ike Obi · Rohan Pant · Srishti Shekhar Agrawal · Maham Ghazanfar · Aaron Basiletti
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5803
Queueing Matching Bandits with Preference Feedback
Jung-hun Kim · Min-hwan Oh
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5006
Interventional Causal Discovery in a Mixture of DAGs
Burak Varıcı · Dmitriy Katz · Dennis Wei · Prasanna Sattigeri · Ali Tajer
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5106
IncomeSCM: From tabular data set to time-series simulator and causal estimation benchmark
Fredrik Johansson
[ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6301
SPEAR: Exact Gradient Inversion of Batches in Federated Learning
Dimitar I. Dimitrov · Maximilian Baader · Mark Müller · Martin Vechev
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6600
Language Grounded Multi-agent Reinforcement Learning with Human-interpretable Communication
Huao Li · Hossein Nourkhiz Mahjoub · Behdad Chalaki · Vaishnav Tadiparthi · Kwonjoon Lee · Ehsan Moradi Pari · Charles Lewis · Katia Sycara
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6309
Scalable DP-SGD: Shuffling vs. Poisson Subsampling
Lynn Chua · Badih Ghazi · Pritish Kamath · Ravi Kumar · Pasin Manurangsi · Amer Sinha · Chiyuan Zhang
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6210
Stabilizing Linear Passive-Aggressive Online Learning with Weighted Reservoir Sampling
Skyler Wu · Fred Lu · Edward Raff · James Holt
[ Slides [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5508
Reproducibility Study Of Learning Fair Graph Representations Via Automated Data Augmentations
Thijmen Nijdam · Juell Sprott · Taiki Papandreou-Lazos · Jurgen de Heus
[ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5202
Hidden in Plain Sight: Evaluating Abstract Shape Recognition in Vision-Language Models
Arshia Hemmat · Adam Davies · Tom Lamb · Jianhao Yuan · Philip Torr · Ashkan Khakzar · Francesco Pinto
[ Slides
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6612
Simplifying Constraint Inference with Inverse Reinforcement Learning
Adriana Hugessen · Harley Wiltzer · Glen Berseth
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7101
Amortizing intractable inference in diffusion models for vision, language, and control
Siddarth Venkatraman · Moksh Jain · Luca Scimeca · Minsu Kim · Marcin Sendera · Mohsin Hasan · Luke Rowe · Sarthak Mittal · Pablo Lemos · Emmanuel Bengio · Alexandre Adam · Jarrid Rector-Brooks · Yoshua Bengio · Glen Berseth · Nikolay Malkin
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5000
Optimization-based Causal Estimation from Heterogeneous Environments
Mingzhang Yin · Yixin Wang · David Blei
[ Slides [ Poster [ JMLR
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5105
SciFIBench: Benchmarking Large Multimodal Models for Scientific Figure Interpretation
Jonathan Roberts · Kai Han · Neil Houlsby · Samuel Albanie
[ Slides [ Poster
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5309
SynRS3D: A Synthetic Dataset for Global 3D Semantic Understanding from Monocular Remote Sensing Imagery
JIAN SONG · Hongruixuan Chen · Weihao Xuan · Junshi Xia · Naoto YOKOYA
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5009
Kuro Siwo: 33 billion $m^2$ under the water. A global multi-temporal satellite dataset for rapid flood mapping
Nikolaos Ioannis Bountos · Maria Sdraka · Angelos Zavras · Andreas Karavias · Ilektra Karasante · Themistocles Herekakis · Angeliki Thanasou · Dimitrios Michail · Ioannis Papoutsis
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5308
BetterBench: Assessing AI Benchmarks, Uncovering Issues, and Establishing Best Practices
Anka Reuel-Lamparth · Amelia Hardy` · Chandler Smith · Max Lamparth · Mykel J Kochenderfer
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7000
EffiBench: Benchmarking the Efficiency of Automatically Generated Code
Dong HUANG · Yuhao QING · Weiyi Shang · Heming Cui · Jie Zhang
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6405
A Simple Framework for Generalization in Visual RL under Dynamic Scene Perturbations
Wonil Song · Hyesong Choi · Kwanghoon Sohn · Dongbo Min
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5409
MEQA: A Benchmark for Multi-hop Event-centric Question Answering with Explanations
Ruosen Li · Zimu Wang · Son Tran · Lei Xia · Xinya Du
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6602
Few-Shot Task Learning through Inverse Generative Modeling
Aviv Netanyahu · Yilun Du · Antonia Bronars · Jyothish Pari · Josh Tenenbaum · Tianmin Shu · Pulkit Agrawal
[ Slides [ Poster [ OpenReview
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5107
GeoPlant: Spatial Plant Species Prediction Dataset.
Lukas Picek · Christophe Botella · Maximilien Servajean · César Leblanc · Rémi Palard · Theo Larcher · Benjamin Deneu · Diego Marcos · Pierre Bonnet · alexis joly
[ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5102
SCRREAM : SCan, Register, REnder And Map: A Framework for Annotating Accurate and Dense 3D Indoor Scenes with a Benchmark
HyunJun Jung · Weihang Li · Shun-Cheng Wu · William Bittner · Nikolas Brasch · Jifei Song · Eduardo Pérez-Pellitero · Zhensong Zhang · Arthur Moreau · Nassir Navab · Benjamin Busam
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5101
HelpSteer 2: Open-source dataset for training top-performing reward models
Zhilin Wang · Yi Dong · Olivier Delalleau · Jiaqi Zeng · Gerald Shen · Daniel Egert · Jimmy Zhang · Makesh Narsimhan Sreedhar · Oleksii Kuchaiev
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5200
A survey and benchmark of high-dimensional Bayesian optimization of discrete sequences
Miguel González-Duque · Richard Michael · Simon Bartels · Yevgen Zainchkovskyy · Søren Hauberg · Wouter Boomsma
[ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6202
Optimization Can Learn Johnson Lindenstrauss Embeddings
Nikos Tsikouras · Constantine Caramanis · Christos Tzamos
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6901
No Free Delivery Service: Epistemic limits of passive data collection in complex social systems
Maximilian Nickel
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5201
VLM4Bio: A Benchmark Dataset to Evaluate Pretrained Vision-Language Models for Trait Discovery from Biological Images
M. Maruf · Arka Daw · Kazi Sajeed Mehrab · Harish Babu Manogaran · Abhilash Neog · Medha Sawhney · Mridul Khurana · James Balhoff · Yasin Bakis · Bahadir Altintas · Matthew Thompson · Elizabeth Campolongo · Josef Uyeda · Hilmar Lapp · Henry Bart · Paula Mabee · Yu Su · Wei-Lun (Harry) Chao · Charles Stewart · Tanya Berger-Wolf · Wasila Dahdul · Anuj Karpatne
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5205
MultiOrg: A Multi-rater Organoid-detection Dataset
Christina Bukas · Harshavardhan Subramanian · Fenja See · Carina Steinchen · Ivan Ezhov · Gowtham Boosarpu · Sara Asgharpour · Gerald Burgstaller · Mareike Lehmann · Florian Kofler · Marie Piraud
[ Slides
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5206
EHRNoteQA: An LLM Benchmark for Real-World Clinical Practice Using Discharge Summaries
Sunjun Kweon · Jiyoun Kim · Heeyoung Kwak · Dongchul Cha · Hangyul Yoon · Kwang Kim · Jeewon Yang · Seunghyun Won · Edward Choi
[ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5208
EyeGraph: Modularity-aware Spatio Temporal Graph Clustering for Continuous Event-based Eye Tracking
Nuwan Bandara · Thivya Kandappu · Argha Sen · Ila Gokarn · Archan Misra
[ Slides [ Poster
Oral Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5210
LINGOLY: A Benchmark of Olympiad-Level Linguistic Reasoning Puzzles in Low Resource and Extinct Languages
Andrew M. Bean · Simeon Hellsten · Harry Mayne · Jabez Magomere · Ethan Chi · Ryan Chi · Scott Hale · Hannah Rose Kirk
[ Poster
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5211
IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization
Xiaochen Ma · Xuekang Zhu · Lei Su · Bo Du · Zhuohang Jiang · Bingkui Tong · Zeyu Lei · Xinyu Yang · Chi-Man Pun · Jiancheng Lv · Ji-Zhe Zhou
[ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5311
FedLLM-Bench: Realistic Benchmarks for Federated Learning of Large Language Models
Rui Ye · Rui Ge · Xinyu Zhu · Jingyi Chai · Du Yaxin · Yang Liu · Yanfeng Wang · Siheng Chen
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5307
ConceptFactory: Facilitate 3D Object Knowledge Annotation with Object Conceptualization
Jianhua Sun · Yuxuan Li · Longfei Xu · Nange Wang · Jiude Wei · Yining Zhang · Cewu Lu
[ Slides [ Poster
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5306
CTIBench: A Benchmark for Evaluating LLMs in Cyber Threat Intelligence
Md Tanvirul Alam · Dipkamal Bhusal · Le Nguyen · Nidhi Rastogi
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5904
SAMPa: Sharpness-aware Minimization Parallelized
Wanyun Xie · Thomas Pethick · Volkan Cevher
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5304
NYU CTF Dataset: A Scalable Open-Source Benchmark Dataset for Evaluating LLMs in Offensive Security
Minghao Shao · Sofija Jancheska · Meet Udeshi · Brendan Dolan-Gavitt · haoran xi · Kimberly Milner · Boyuan Chen · Max Yin · Siddharth Garg · Prashanth Krishnamurthy · Farshad Khorrami · Ramesh Karri · Muhammad Shafique
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5303
Benchmarking Structural Inference Methods for Interacting Dynamical Systems with Synthetic Data
Aoran Wang · Tsz Pan Tong · Andrzej Mizera · Jun Pang
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5301
AgentDojo: A Dynamic Environment to Evaluate Prompt Injection Attacks and Defenses for LLM Agents
Edoardo Debenedetti · Jie Zhang · Mislav Balunovic · Luca Beurer-Kellner · Marc Fischer · Florian Tramer
[ Poster
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5400
The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale
Guilherme Penedo · Hynek Kydlíček · Loubna Ben allal · Anton Lozhkov · Margaret Mitchell · Colin Raffel · Leandro Von Werra · Thomas Wolf
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5401
UltraMedical: Building Specialized Generalists in Biomedicine
Kaiyan Zhang · Sihang Zeng · Ermo Hua · Ning Ding · Zhang-Ren Chen · Zhiyuan Ma · Haoxin Li · Ganqu Cui · Biqing Qi · Xuekai Zhu · Xingtai Lv · Hu Jinfang · Zhiyuan Liu · Bowen Zhou
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5402
Towards Heterogeneous Long-tailed Learning: Benchmarking, Metrics, and Toolbox
Haohui Wang · Weijie Guan · Chen Jianpeng · Zi Wang · Dawei Zhou
[ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5403
Topic-Conversation Relevance (TCR) Dataset and Benchmarks
Yaran Fan · Jamie Pool · Senja Filipi · Ross Cutler
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5404
PowerGraph: A power grid benchmark dataset for graph neural networks
Anna Varbella · Kenza Amara · Blazhe Gjorgiev · Mennatallah El-Assady · Giovanni Sansavini
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5405
WhodunitBench: Evaluating Large Multimodal Agents via Murder Mystery Games
Junlin Xie · Ruifei Zhang · Zhihong Chen · Xiang Wan · Guanbin Li
[ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5406
UAV3D: A Large-scale 3D Perception Benchmark for Unmanned Aerial Vehicles
hui ye · Rajshekhar Sunderraman · Jonathan Shihao Ji
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5410
kGym: A Platform and Dataset to Benchmark Large Language Models on Linux Kernel Crash Resolution
Alex Mathai · Chenxi Huang · Petros Maniatis · Aleksandr Nogikh · Franjo Ivančić · Junfeng Yang · Baishakhi Ray
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6903
Fixed points of nonnegative neural networks
Tomasz J. Piotrowski · Renato L. G. Cavalcante · Mateusz Gabor
[ Slides [ Poster [ JMLR
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5908
Accelerating Non-Maximum Suppression: A Graph Theory Perspective
King-Siong Si · Lu Sun · Weizhan Zhang · Tieliang Gong · Jiahao Wang · Jiang Liu · Hao Sun
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7003
Score-Optimal Diffusion Schedules
Christopher Williams · Andrew Campbell · Arnaud Doucet · Saifuddin Syed
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6302
Public-data Assisted Private Stochastic Optimization: Power and Limitations
Enayat Ullah · Michael Menart · Raef Bassily · Cristóbal Guzmán · Raman Arora
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7001
$\texttt{Model-GLUE}$: Democratized LLM Scaling for A Large Model Zoo in the Wild
Xinyu Zhao · Guoheng Sun · Ruisi Cai · Yukun Zhou · Pingzhi Li · Peihao Wang · Bowen Tan · Yexiao He · Li Chen · Yi Liang · Beidi Chen · Binhang Yuan · Hongyi Wang · Ang Li · Zhangyang "Atlas" Wang · Tianlong Chen
[ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6708
Sequential Decision Making with Expert Demonstrations under Unobserved Heterogeneity
Vahid Balazadeh · Keertana Chidambaram · Viet Nguyen · Rahul Krishnan · Vasilis Syrgkanis
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5507
The Fragility of Fairness: Causal Sensitivity Analysis for Fair Machine Learning
Jake Fawkes · Nic Fishman · Mel Andrews · Zachary Lipton
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5305
Easy2Hard-Bench: Standardized Difficulty Labels for Profiling LLM Performance and Generalization
Mucong Ding · Chenghao Deng · Jocelyn Choo · Zichu Wu · Aakriti Agrawal · Avi Schwarzschild · Tianyi Zhou · Tom Goldstein · John Langford · Animashree Anandkumar · Furong Huang
[ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6706
Text-Aware Diffusion for Policy Learning
Calvin Luo · Mandy He · Zilai Zeng · Chen Sun
[ OpenReview
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5504
GTSinger: A Global Multi-Technique Singing Corpus with Realistic Music Scores for All Singing Tasks
Yu Zhang · Changhao Pan · Wenxiang Guo · Ruiqi Li · Zhiyuan Zhu · Jialei Wang · Wenhao Xu · Jingyu Lu · Zhiqing Hong · Chuxin Wang · Lichao Zhang · Jinzheng He · Ziyue Jiang · Yuxin Chen · Chen Yang · Jiecheng Zhou · Xinyu Cheng · Zhou Zhao
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6505
Reproducibility study of FairAC
Gijs de Jong · Macha Meijer · Derck Prinzhorn · Harold Ruiter
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6403
QGym: Scalable Simulation and Benchmarking of Queuing Network Controllers
Haozhe Chen · Ang Li · Ethan Che · Jing Dong · Tianyi Peng · Hongseok Namkoong
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6007
Directional Smoothness and Gradient Methods: Convergence and Adaptivity
Aaron Mishkin · Ahmed Khaled · Yuanhao Wang · Aaron Defazio · Robert Gower
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6304
Certified Machine Unlearning via Noisy Stochastic Gradient Descent
Eli Chien · Haoyu Wang · Ziang Chen · Pan Li
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5705
A Universal Growth Rate for Learning with Smooth Surrogate Losses
Anqi Mao · Mehryar Mohri · Yutao Zhong
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5909
Universal Online Convex Optimization with $1$ Projection per Round
Wenhao Yang · Yibo Wang · Peng Zhao · Lijun Zhang
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5108
WikiDO: Evaluating Out-of-Distribution Generalization of Vision-Language Models in Cross-Modal Retrieval
Pavan Kalyan Tankala · Piyush Pasi · Sahil Dharod · Azeem Motiwala · Preethi Jyothi · Aditi Chaudhary · Krishna Srinivasan
[ Slides
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6704
Empowering Active Learning for 3D Molecular Graphs with Geometric Graph Isomorphism
Ronast Subedi · Lu Wei · Wenhan Gao · Shayok Chakraborty · Yi Liu
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5709
Prospective Learning: Learning for a Dynamic Future
Ashwin De Silva · Rahul Ramesh · Rubing Yang · Siyu Yu · Joshua T Vogelstein · Pratik Chaudhari
[ Slides [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5710
Optimal Hypothesis Selection in (Almost) Linear Time
Maryam Aliakbarpour · Mark Bun · Adam Smith
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5008
Causal vs. Anticausal merging of predictors
Sergio Garrido Mejia · Patrick Blöbaum · Bernhard Schölkopf · Dominik Janzing
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5104
GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AI
pengcheng chen · Jin Ye · Guoan Wang · Yanjun Li · Zhongying Deng · Wei Li · Tianbin Li · Haodong Duan · Ziyan Huang · Yanzhou Su · Benyou Wang · Shaoting Zhang · Bin Fu · Jianfei Cai · Bohan Zhuang · Eric Seibel · Junjun He · Yu Qiao
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6307
Can Graph Neural Networks Expose Training Data Properties? An Efficient Risk Assessment Approach
Hanyang Yuan · Jiarong Xu · Renhong Huang · Mingli Song · Chunping Wang · YANG YANG
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5800
Predicting Ground State Properties: Constant Sample Complexity and Deep Learning Algorithms
Marc Wanner · Laura Lewis · Chiranjib Bhattacharyya · Devdatt Dubhashi · Alexandru Gheorghiu
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6900
Bandits with Abstention under Expert Advice
Stephen Pasteris · Alberto Rumi · Maximilian Thiessen · Shota Saito · Atsushi Miyauchi · Fabio Vitale · Mark Herbster
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5910
Stochastic Newton Proximal Extragradient Method
Ruichen Jiang · Michal Derezinski · Aryan Mokhtari
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5203
Markov Equivalence and Consistency in Differentiable Structure Learning
Chang Deng · Kevin Bello · Pradeep Ravikumar · Bryon Aragam
[ Slides [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5109
HourVideo: 1-Hour Video-Language Understanding
Keshigeyan Chandrasegaran · Agrim Gupta · Manling Li · Taran Kota · Lea M. Hadzic · Jimming He · Cristobal Eyzaguirre · Zane Durante · Jiajun Wu · Li Fei-Fei
[ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5207
Quantifying the Bitter Lesson: How Safety Benchmarks Measure Capabilities Instead of Safety
Richard Ren · Steven Basart · Adam Khoja · Alexander Pan · Alice Gatti · Long Phan · Xuwang Yin · Mantas Mazeika · Gabriel Mukobi · Ryan Kim · Stephen Fitz · Dan Hendrycks
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6605
Generating Code World Models with Large Language Models Guided by Monte Carlo Tree Search
Nicola Dainese · Matteo Merler · Minttu Alakuijala · Pekka Marttinen
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5707
Only Strict Saddles in the Energy Landscape of Predictive Coding Networks?
Francesco Innocenti · El Mehdi Achour · Ryan Singh · Christopher L Buckley
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5300
RedCode: Multi-dimensional Safety Benchmark for Code Agents
Chengquan Guo · Xun Liu · Chulin Xie · Andy Zhou · Yi Zeng · Zinan Lin · Dawn Song · Bo Li
[ Slides
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7102
Personalizing Reinforcement Learning from Human Feedback with Variational Preference Learning
Sriyash Poddar · Yanming Wan · Hamish Ivison · Abhishek Gupta · Natasha Jaques
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6503
Sample-Efficient Constrained Reinforcement Learning with General Parameterization
Washim Mondal · Vaneet Aggarwal
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6800
On Tractable $\Phi$-Equilibria in Non-Concave Games
Yang Cai · Constantinos Daskalakis · Haipeng Luo · Chen-Yu Wei · Weiqiang Zheng
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6203
Generative Adversarial Model-Based Optimization via Source Critic Regularization
Michael Yao · Yimeng Zeng · Hamsa Bastani · Jacob Gardner · James Gee · Osbert Bastani
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5600
How Does Black-Box Impact the Learning Guarantee of Stochastic Compositional Optimization?
Jun Chen · Hong Chen · Bin Gu
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6406
iVideoGPT: Interactive VideoGPTs are Scalable World Models
Jialong Wu · Shaofeng Yin · Ningya Feng · Xu He · Dong Li · Jianye Hao · Mingsheng Long
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6108
Rethinking Memory and Communication Costs for Efficient Data Parallel Training of Large Language Models
Hanxiao Zhang · Lin JU · Chan Wu · Jinjing Huang · Youshao Xiao · Zhenglei Zhou · Zhiming fan · Zhaoxin Huan · Siyuan Li · Fanzhuang Meng · Lei Liang · Xiaolu Zhang · Jun Zhou
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5001
Learning Discrete Latent Variable Structures with Tensor Rank Conditions
Zhengming Chen · Ruichu Cai · Feng Xie · Jie Qiao · Anpeng Wu · Zijian Li · Zhifeng Hao · Kun Zhang
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6801
Team-Fictitious Play for Reaching Team-Nash Equilibrium in Multi-team Games
Ahmed Dönmez · Yüksel Arslantaş · Muhammed Sayin
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6107
Improving Generalization in Federated Learning with Model-Data Mutual Information Regularization: A Posterior Inference Approach
Hao Zhang · Chenglin Li · Nuowen Kan · Ziyang Zheng · Wenrui Dai · Junni Zou · Hongkai Xiong
[ Poster [ OpenReview
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5601
Learning Social Welfare Functions
Kanad Pardeshi · Itai Shapira · Ariel Procaccia · Aarti Singh
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5602
Overfitting Behaviour of Gaussian Kernel Ridgeless Regression: Varying Bandwidth or Dimensionality
Marko Medvedev · Gal Vardi · Nati Srebro
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6501
Randomized Exploration in Cooperative Multi-Agent Reinforcement Learning
Hao-Lun Hsu · Weixin Wang · Miroslav Pajic · Pan Xu
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6809
Gaussian Approximation and Multiplier Bootstrap for Polyak-Ruppert Averaged Linear Stochastic Approximation with Applications to TD Learning
Sergey Samsonov · Eric Moulines · Qi-Man Shao · Zhuo-Song Zhang · Alexey Naumov
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5805
Bandit-Feedback Online Multiclass Classification: Variants and Tradeoffs
Yuval Filmus · Steve Hanneke · Idan Mehalel · Shay Moran
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5603
Credal Learning Theory
Michele Caprio · Maryam Sultana · Eleni Elia · Fabio Cuzzolin
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7005
Optimal Batched Best Arm Identification
Tianyuan Jin · Yu Yang · Jing Tang · Xiaokui Xiao · Pan Xu
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6207
Robust and Faster Zeroth-Order Minimax Optimization: Complexity and Applications
Weixin An · Yuanyuan Liu · Fanhua Shang · Hongying Liu
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6002
Provably Faster Algorithms for Bilevel Optimization via Without-Replacement Sampling
Junyi Li · Heng Huang
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6910
Learning Equilibria in Adversarial Team Markov Games: A Nonconvex-Hidden-Concave Min-Max Optimization Problem
Fivos Kalogiannis · Jingming Yan · Ioannis Panageas
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5703
Stochastic Zeroth-Order Optimization under Strongly Convexity and Lipschitz Hessian: Minimax Sample Complexity
Qian Yu · Yining Wang · Baihe Huang · Qi Lei · Jason Lee
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5506
Enhancing Robustness of Last Layer Two-Stage Fair Model Corrections
Nathan Stromberg · Rohan Ayyagari · Sanmi Koyejo · Richard Nock · Lalitha Sankar
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6408
Distributional Reinforcement Learning with Regularized Wasserstein Loss
Ke Sun · Yingnan Zhao · Wulong Liu · Bei Jiang · Linglong Kong
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6500
Learning Distinguishable Trajectory Representation with Contrastive Loss
Tianxu Li · Kun Zhu · Juan Li · Yang Zhang
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6106
Efficient Federated Learning against Heterogeneous and Non-stationary Client Unavailability
Ming Xiang · Stratis Ioannidis · Edmund Yeh · Carlee Joe-Wong · Lili Su
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5604
Contextual Decision-Making with Knapsacks Beyond the Worst Case
Zhaohua Chen · Rui Ai · Mingwei Yang · Yuqi Pan · Chang Wang · Xiaotie Deng
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5606
Data subsampling for Poisson regression with pth-root-link
Han Cheng Lie · Alexander Munteanu
[ Slides [ Poster [ OpenReview
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5608
Language Generation in the Limit
Jon Kleinberg · Sendhil Mullainathan
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6601
Policy Improvement using Language Feedback Models
Victor Zhong · Dipendra Misra · Xingdi Yuan · Marc-Alexandre Côté
[ Slides [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6409
Skill-aware Mutual Information Optimisation for Zero-shot Generalisation in Reinforcement Learning
Xuehui Yu · Mhairi Dunion · Xin Li · Stefano Albrecht
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6105
Achieving Linear Convergence with Parameter-Free Algorithms in Decentralized Optimization
Ilya Kuruzov · Gesualdo Scutari · Alexander Gasnikov
[ Slides [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6607
Finding good policies in average-reward Markov Decision Processes without prior knowledge
Adrienne Tuynman · Rémy Degenne · Emilie Kaufmann
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5905
Efficient Multi-task LLM Quantization and Serving for Multiple LoRA Adapters
Yifei Xia · Fangcheng Fu · Wentao Zhang · Jiawei Jiang · Bin CUI
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6608
Uniform Last-Iterate Guarantee for Bandits and Reinforcement Learning
Junyan Liu · Yunfan Li · Ruosong Wang · Lin Yang
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6410
State Chrono Representation for Enhancing Generalization in Reinforcement Learning
Jianda Chen · Wen zheng terence Ng · Zichen Chen · Sinno Pan · Tianwei Zhang
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6609
Near-Minimax-Optimal Distributional Reinforcement Learning with a Generative Model
Mark Rowland · Kevin Li · Remi Munos · Clare Lyle · Yunhao Tang · Will Dabney
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6610
Oracle-Efficient Reinforcement Learning for Max Value Ensembles
Marcel Hussing · Michael Kearns · Aaron Roth · Sikata Sengupta · Jessica Sorrell
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6510
Model-Based Transfer Learning for Contextual Reinforcement Learning
Jung-Hoon Cho · Vindula Jayawardana · Sirui Li · Cathy Wu
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6308
Banded Square Root Matrix Factorization for Differentially Private Model Training
Kalinin Nikita · Christoph Lampert
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7007
Fast Sampling via Discrete Non-Markov Diffusion Models with Predetermined Transition Time
Zixiang Chen · Huizhuo Yuan · Yongqian Li · Yiwen Kou · Junkai Zhang · Quanquan Gu
[ OpenReview
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7008
BackTime: Backdoor Attacks on Multivariate Time Series Forecasting
Xiao Lin · Zhining Liu · Dongqi Fu · Ruizhong Qiu · Hanghang Tong
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5806
Dealing with Synthetic Data Contamination in Online Continual Learning
Maorong Wang · Nicolas MICHEL · Jiafeng Mao · Toshihiko Yamasaki
[ OpenReview
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6803
Paths to Equilibrium in Games
Bora Yongacoglu · Gurdal Arslan · Lacra Pavel · Serdar Yuksel
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6509
PEAC: Unsupervised Pre-training for Cross-Embodiment Reinforcement Learning
Chengyang Ying · Hao Zhongkai · Xinning Zhou · Xuezhou Xu · Hang Su · Xingxing Zhang · Jun Zhu
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6303
Attack-Aware Noise Calibration for Differential Privacy
Bogdan Kulynych · Juan Gomez · Georgios Kaissis · Flavio Calmon · Carmela Troncoso
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6208
How to Boost Any Loss Function
Richard Nock · Yishay Mansour
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6611
Reinforcement Learning with Adaptive Regularization for Safe Control of Critical Systems
Haozhe Tian · Homayoun Hamedmoghadam · Robert Shorten · Pietro Ferraro
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6703
Universality in Transfer Learning for Linear Models
Reza Ghane · Danil Akhtiamov · Babak Hassibi
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6902
The Power of Hard Attention Transformers on Data Sequences: A formal language theoretic perspective
Pascal Bergsträßer · Chris Köcher · Anthony Lin · Georg Zetzsche
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6005
Safe and Sparse Newton Method for Entropic-Regularized Optimal Transport
Zihao Tang · Yixuan Qiu
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5003
Who’s Gaming the System? A Causally-Motivated Approach for Detecting Strategic Adaptation
Trenton Chang · Lindsay Warrenburg · Sae-Hwan Park · Ravi Parikh · Maggie Makar · Jenna Wiens
[ Slides [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6104
LoQT: Low-Rank Adapters for Quantized Pretraining
Sebastian Loeschcke · Mads Toftrup · Michael Kastoryano · Serge Belongie · Vésteinn Snæbjarnarson
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6603
Imitating Language via Scalable Inverse Reinforcement Learning
Markus Wulfmeier · Michael Bloesch · Nino Vieillard · Arun Ahuja · Jorg Bornschein · Sandy Huang · Artem Sokolov · Matt Barnes · Guillaume Desjardins · Alex Bewley · Sarah Bechtle · Jost Springenberg · Nikola Momchev · Olivier Bachem · Matthieu Geist · Martin Riedmiller
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6804
Safe Exploitative Play with Untrusted Type Beliefs
Tongxin Li · Tinashe Handina · Shaolei Ren · Adam Wierman
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5808
Online Adaptation of Language Models with a Memory of Amortized Contexts
Jihoon Tack · Jaehyung Kim · Eric Mitchell · Jinwoo Shin · Yee Whye Teh · Jonathan Richard Schwarz
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5903
Parameter-free Clipped Gradient Descent Meets Polyak
Yuki Takezawa · Han Bao · Ryoma Sato · Kenta Niwa · Makoto Yamada
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6006
Inexact Augmented Lagrangian Methods for Conic Optimization: Quadratic Growth and Linear Convergence
Feng-Yi Liao · Lijun Ding · Yang Zheng
[ OpenReview
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5902
Heavy-Tailed Class Imbalance and Why Adam Outperforms Gradient Descent on Language Models
Frederik Kunstner · Robin Yadav · Alan Milligan · Mark Schmidt · Alberto Bietti
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5901
MicroAdam: Accurate Adaptive Optimization with Low Space Overhead and Provable Convergence
Ionut-Vlad Modoranu · Mher Safaryan · Grigory Malinovsky · Eldar Kurtić · Thomas Robert · Peter Richtarik · Dan Alistarh
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6805
Randomized Truthful Auctions with Learning Agents
Gagan Aggarwal · Anupam Gupta · Andres Perlroth · Grigoris Velegkas
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6909
Trajectory Data Suffices for Statistically Efficient Learning in Offline RL with Linear $q^\pi$-Realizability and Concentrability
Volodymyr Tkachuk · Gellert Weisz · Csaba Szepesvari
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6508
Diffusion-based Reinforcement Learning via Q-weighted Variational Policy Optimization
Shutong Ding · Ke Hu · Zhenhao Zhang · Kan Ren · Weinan Zhang · Jingyi Yu · Jingya Wang · Ye Shi
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5004
Interventionally Consistent Surrogates for Complex Simulation Models
Joel Dyer · Nicholas Bishop · Yorgos Felekis · Fabio Massimo Zennaro · Anisoara Calinescu · Theodoros Damoulas · Michael Wooldridge
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7010
SGLang: Efficient Execution of Structured Language Model Programs
Lianmin Zheng · Liangsheng Yin · Zhiqiang Xie · Chuyue (Livia) Sun · Jeff Huang · Cody Hao Yu · Shiyi Cao · Christos Kozyrakis · Ion Stoica · Joseph Gonzalez · Clark Barrett · Ying Sheng
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6103
Pipeline Parallelism with Controllable Memory
Penghui Qi · Xinyi Wan · Nyamdavaa Amar · Min Lin
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6507
Adversarially Robust Decision Transformer
Xiaohang Tang · Afonso Marques · Parameswaran Kamalaruban · Ilija Bogunovic
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7110
IPO: Interpretable Prompt Optimization for Vision-Language Models
Yingjun Du · Wenfang Sun · Cees Snoek
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6506
Safety through feedback in Constrained RL
Shashank Reddy Chirra · Pradeep Varakantham · Praveen Paruchuri
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6204
Disentangling Linear Quadratic Control with Untrusted ML Predictions
Tongxin Li · Hao Liu · Yisong Yue
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5900
Invariant subspaces and PCA in nearly matrix multiplication time
Aleksandros Sobczyk · Marko Mladenovic · Mathieu Luisier
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6201
ADOPT: Modified Adam Can Converge with Any $\beta_2$ with the Optimal Rate
Shohei Taniguchi · Keno Harada · Gouki Minegishi · Yuta Oshima · Seong Cheol Jeong · Go Nagahara · Tomoshi Iiyama · Masahiro Suzuki · Yusuke Iwasawa · Yutaka Matsuo
[ Poster [ OpenReview
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6710
NeoRL: Efficient Exploration for Nonepisodic RL
Bhavya · Lenart Treven · Florian Dorfler · Stelian Coros · Andreas Krause
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5005
Learning Mixtures of Unknown Causal Interventions
Abhinav Kumar · Kirankumar Shiragur · Caroline Uhler
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5809
Bandits with Ranking Feedback
Davide Maran · Francesco Bacchiocchi · Francesco Emanuele Stradi · Matteo Castiglioni · Nicola Gatti · Marcello Restelli
[ OpenReview
Oral Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5110
CVQA: Culturally-diverse Multilingual Visual Question Answering Benchmark
David Romero · Chenyang Lyu · Haryo Wibowo · Santiago Góngora · Aishik Mandal · Sukannya Purkayastha · Jesus-German Ortiz-Barajas · Emilio Cueva · Jinheon Baek · Soyeong Jeong · Injy Hamed · Yong Zheng-Xin · Zheng Wei Lim · Paula Silva · Jocelyn Dunstan · Mélanie Jouitteau · David LE MEUR · Joan Nwatu · Ganzorig Batnasan · Munkh-Erdene Otgonbold · Munkhjargal Gochoo · Guido Ivetta · Luciana Benotti · Laura Alonso Alemany · Hernán Maina · Jiahui Geng · Tiago Timponi Torrent · Frederico Belcavello · Marcelo Viridiano · Jan Christian Blaise Cruz · Dan John Velasco · Oana Ignat · Zara Burzo · Chenxi Whitehouse · Artem Abzaliev · Teresa Clifford · Gráinne Caulfield · Teresa Lynn · Christian Salamea-Palacios · Vladimir Araujo · Yova Kementchedjhieva · Mihail Mihaylov · Israel Azime · Henok Ademtew · Bontu Balcha · Naome A. Etori · David Adelani · Rada Mihalcea · Atnafu Lambebo Tonja · Maria Cabrera · Gisela Vallejo · Holy Lovenia · Ruochen Zhang · Marcos Estecha-Garitagoitia · Mario Rodríguez-Cantelar · Toqeer Ehsan · Rendi Chevi · Muhammad Adilazuarda · Ryandito Diandaru · Samuel Cahyawijaya · Fajri Koto · Tatsuki Kuribayashi · Haiyue Song · Aditya Khandavally · Thanmay Jayakumar · Raj Dabre · Mohamed Imam · Kumaranage Nagasinghe · Alina Dragonetti · Luis Fernando D'Haro · Niyomugisha Olivier · Jay Gala · Pranjal Chitale · Fauzan Farooqui · Thamar Solorio · Alham Aji
[ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5810
Improved Regret for Bandit Convex Optimization with Delayed Feedback
Yuanyu Wan · Chang Yao · Mingli Song · Lijun Zhang
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6209
Incorporating Surrogate Gradient Norm to Improve Offline Optimization Techniques
Cuong Dao · Phi Le Nguyen · Truong Thao Nguyen · Nghia Hoang
[ Slides [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7108
Invertible Consistency Distillation for Text-Guided Image Editing in Around 7 Steps
Nikita Starodubcev · Mikhail Khoroshikh · Artem Babenko · Dmitry Baranchuk
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7106
VeLoRA: Memory Efficient Training using Rank-1 Sub-Token Projections
Roy Miles · Pradyumna Reddy · Ismail Elezi · Jiankang Deng
[ Slides [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6806
Fair Allocation in Dynamic Mechanism Design
Alireza Fallah · Michael Jordan · Annie Ulichney
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6709
Opponent Modeling with In-context Search
Yuheng Jing · Bingyun Liu · Kai Li · Yifan Zang · Haobo Fu · Qiang Fu · Junliang Xing · Jian Cheng
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6100
Self-Labeling the Job Shop Scheduling Problem
Andrea Corsini · Angelo Porrello · SIMONE CALDERARA · Mauro Dell'Amico
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6702
One-to-Multiple: A Progressive Style Transfer Unsupervised Domain-Adaptive Framework for Kidney Tumor Segmentation
Kai Hu · JinHao Li · Yuan Zhang · Xiongjun Ye · Xieping Gao
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6400
Abstract Reward Processes: Leveraging State Abstraction for Consistent Off-Policy Evaluation
Shreyas Chaudhari · Ameet Deshpande · Bruno C. da Silva · Philip Thomas
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6011
Discretely beyond $1/e$: Guided Combinatorial Algortihms for Submodular Maximization
Yixin Chen · Ankur Nath · Chunli Peng · Alan Kuhnle
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7104
LeDex: Training LLMs to Better Self-Debug and Explain Code
Nan Jiang · Xiaopeng Li · Shiqi Wang · Qiang Zhou · Soneya Hossain · Baishakhi Ray · Varun Kumar · Xiaofei Ma · Anoop Deoras
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5407
Learning Optimal Lattice Vector Quantizers for End-to-end Neural Image Compression
Xi Zhang · Xiaolin Wu
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5103
Adaptive Passive-Aggressive Framework for Online Regression with Side Information
Runhao Shi · Jiaxi Ying · Daniel Palomar
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6205
Stochastic Optimization Schemes for Performative Prediction with Nonconvex Loss
Qiang LI · Hoi-To Wai
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5911
Mixture of Experts Meets Prompt-Based Continual Learning
Minh Le · An Nguyen The · Huy Nguyen · Trang Nguyen · Trang Pham · Linh Ngo · Nhat Ho
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6012
Neur2BiLO: Neural Bilevel Optimization
Justin Dumouchelle · Esther Julien · Jannis Kurtz · Elias Khalil
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6701
Persistent Test-time Adaptation in Recurring Testing Scenarios
Trung Hieu Hoang · MinhDuc Vo · Minh Do
[ Slides [ Poster [ OpenReview
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6102
Improving the Worst-Case Bidirectional Communication Complexity for Nonconvex Distributed Optimization under Function Similarity
Kaja Gruntkowska · Alexander Tyurin · Peter Richtarik
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7100
Federated Fine-tuning of Large Language Models under Heterogeneous Tasks and Client Resources
Jiamu Bai · Daoyuan Chen · Bingchen Qian · Liuyi Yao · Yaliang Li
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7200
In-Context Learning with Representations: Contextual Generalization of Trained Transformers
Tong Yang · Yu Huang · Yingbin Liang · Yuejie Chi
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5704
Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD
Jie Hu · Yi-Ting Ma · Do-Young Eun
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6000
Kronecker-Factored Approximate Curvature for Physics-Informed Neural Networks
Felix Dangel · Johannes Müller · Marius Zeinhofer
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6707
Off-Dynamics Reinforcement Learning via Domain Adaptation and Reward Augmented Imitation
Yihong Guo · Yixuan Wang · Yuanyuan Shi · Pan Xu · Anqi Liu
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6907
Operator World Models for Reinforcement Learning
Pietro Novelli · Marco Pratticò · Massimiliano Pontil · Carlo Ciliberto
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7201
Replicable Uniformity Testing
Sihan Liu · Christopher Ye
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6206
Contextual Linear Optimization with Bandit Feedback
Yichun Hu · Nathan Kallus · Xiaojie Mao · Yanchen Wu
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6807
Accelerated Regularized Learning in Finite N-Person Games
Kyriakos Lotidis · Angeliki Giannou · Panayotis Mertikopoulos · Nicholas Bambos
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7202
From Chaos to Clarity: 3DGS in the Dark
Zhihao Li · Yufei Wang · Alex Kot · Bihan Wen
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6001
Semi-Discrete Optimal Transport: Nearly Minimax Estimation With Stochastic Gradient Descent and Adaptive Entropic Regularization
Ferdinand Genans · Antoine Godichon-Baggioni · Francois-Xavier Vialard · Olivier Wintenberger
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6810
Constrained Binary Decision Making
Daniel Průša · Vojtech Franc
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6700
Efficient Discrepancy Testing for Learning with Distribution Shift
Gautam Chandrasekaran · Adam Klivans · Vasilis Kontonis · Konstantinos Stavropoulos · Arsen Vasilyan
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6906
The Limits of Transfer Reinforcement Learning with Latent Low-rank Structure
Tyler Sam · Yudong Chen · Christina Yu
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5502
Wasserstein Distributionally Robust Optimization through the Lens of Structural Causal Models and Individual Fairness
Ahmad-Reza Ehyaei · Golnoosh Farnadi · Samira Samadi
[ Slides [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6110
Efficient Combinatorial Optimization via Heat Diffusion
Hengyuan Ma · Wenlian Lu · Jianfeng Feng
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7204
Persistence Homology Distillation for Semi-supervised Continual Learning
YanFan · Yu Wang · Pengfei Zhu · Dongyue Chen · Qinghua Hu
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6504
Learning Successor Features the Simple Way
Raymond Chua · Arna Ghosh · Christos Kaplanis · Blake Richards · Doina Precup
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6808
DU-Shapley: A Shapley Value Proxy for Efficient Dataset Valuation
Felipe Garrido Lucero · Benjamin Heymann · Maxime Vono · Patrick Loiseau · Vianney Perchet
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5701
Sample Complexity of Algorithm Selection Using Neural Networks and Its Applications to Branch-and-Cut
Hongyu Cheng · Sammy Khalife · Barbara Fiedorowicz · Amitabh Basu
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5505
$\epsilon$-Softmax: Approximating One-Hot Vectors for Mitigating Label Noise
Jialiang Wang · Xiong Zhou · Deming Zhai · Junjun Jiang · Xiangyang Ji · Xianming Liu
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5007
Discovery of the Hidden World with Large Language Models
Chenxi Liu · Yongqiang Chen · Tongliang Liu · Mingming Gong · James Cheng · Bo Han · Kun Zhang
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6905
Diffusion-based Curriculum Reinforcement Learning
Erdi Sayar · Giovanni Iacca · Ozgur S. Oguz · Alois Knoll
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7208
Learning Bregman Divergences with Application to Robustness
Mohamed-Hicham LEGHETTAS · Markus Püschel
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5509
GTBench: Uncovering the Strategic Reasoning Capabilities of LLMs via Game-Theoretic Evaluations
Jinhao Duan · Renming Zhang · James Diffenderfer · Bhavya Kailkhura · Lichao Sun · Elias Stengel-Eskin · Mohit Bansal · Tianlong Chen · Kaidi Xu
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6705
Gated Inference Network: Inference and Learning State-Space Models
Hamidreza Hashempoorikderi · Wan Choi
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5801
Toward Global Convergence of Gradient EM for Over-Paramterized Gaussian Mixture Models
Weihang Xu · Maryam Fazel · Simon Du
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5700
Accelerating ERM for data-driven algorithm design using output-sensitive techniques
Maria-Florina Balcan · Christopher Seiler · Dravyansh Sharma
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7203
Calibrated Self-Rewarding Vision Language Models
Yiyang Zhou · Zhiyuan Fan · Dongjie Cheng · Sihan Yang · Zhaorun Chen · Chenhang Cui · Xiyao Wang · Yun Li · Linjun Zhang · Huaxiu Yao
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5209
Stronger Than You Think: Benchmarking Weak Supervision on Realistic Tasks
Tianyi Zhang · Linrong Cai · Jeffrey Li · Nicholas Roberts · Neel Guha · Frederic Sala
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5204
MAN TruckScenes: A multimodal dataset for autonomous trucking in diverse conditions
Felix Fent · Fabian Kuttenreich · Florian Ruch · Farija Rizwin · Stefan Juergens · Lorenz Lechermann · Christian Nissler · Andrea Perl · Ulrich Voll · Min Yan · Markus Lienkamp
[ Slides [ Poster
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6401
Mitigating Covariate Shift in Behavioral Cloning via Robust Stationary Distribution Correction
Seokin Seo · Byung-Jun Lee · Jongmin Lee · HyeongJoo Hwang · Hongseok Yang · Kee-Eung Kim
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6010
Learning Cut Generating Functions for Integer Programming
Hongyu Cheng · Amitabh Basu
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6109
Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization
Yang Li · Jinpei Guo · Runzhong Wang · Hongyuan Zha · Junchi Yan
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7207
BendVLM: Test-Time Debiasing of Vision-Language Embeddings
Walter Gerych · Haoran Zhang · Kimia Hamidieh · Eileen Pan · Maanas K. Sharma · Tom Hartvigsen · Marzyeh Ghassemi
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5702
Transformation-Invariant Learning and Theoretical Guarantees for OOD Generalization
Omar Montasser · Han Shao · Emmanuel Abbe
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6008
Universality of AdaGrad Stepsizes for Stochastic Optimization: Inexact Oracle, Acceleration and Variance Reduction
Anton Rodomanov · Xiaowen Jiang · Sebastian Stich
[ OpenReview
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7205
CLIPLoss and Norm-Based Data Selection Methods for Multimodal Contrastive Learning
Yiping Wang · Yifang Chen · Wendan Yan · Alex Fang · Wenjing Zhou · Kevin Jamieson · Simon Du
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6402
Is Value Learning Really the Main Bottleneck in Offline RL?
Seohong Park · Kevin Frans · Sergey Levine · Aviral Kumar
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5706
Least Squares Regression Can Exhibit Under-Parameterized Double Descent
Xinyue Li · Rishi Sonthalia
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6908
A Unified Principle of Pessimism for Offline Reinforcement Learning under Model Mismatch
Yue Wang · Zhongchang Sun · Shaofeng Zou
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5503
Mind the Gap: A Causal Perspective on Bias Amplification in Prediction & Decision-Making
Drago Plecko · Elias Bareinboim
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7009
Mixtures of Experts for Audio-Visual Learning
Ying Cheng · Yang Li · Junjie He · Rui Feng
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6305
Faster Differentially Private Top-$k$ Selection: A Joint Exponential Mechanism with Pruning
Hao WU · Hanwen Zhang
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5610
The Reliability of OKRidge Method in Solving Sparse Ridge Regression Problems
Xiyuan Li · Youjun Wang · Weiwei Liu
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6306
On the Computational Complexity of Private High-dimensional Model Selection
Saptarshi Roy · Zehua Wang · Ambuj Tewari
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6300
Q-Distribution guided Q-learning for offline reinforcement learning: Uncertainty penalized Q-value via consistency model
Jing Zhang · Linjiajie Fang · Kexin SHI · Wenjia Wang · Bingyi Jing
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6003
A Framework for Bilevel Optimization on Riemannian Manifolds
Andi Han · Bamdev Mishra · Pratik Kumar Jawanpuria · Akiko Takeda
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5605
On Mesa-Optimization in Autoregressively Trained Transformers: Emergence and Capability
Chenyu Zheng · Wei Huang · Rongzhen Wang · Guoqiang Wu · Jun Zhu · Chongxuan LI
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6404
CALE: Continuous Arcade Learning Environment
Jesse Farebrother · Pablo Samuel Castro
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5100
FUSU: A Multi-temporal-source Land Use Change Segmentation Dataset for Fine-grained Urban Semantic Understanding
Shuai Yuan · Guancong Lin · Lixian Zhang · Runmin Dong · Jinxiao Zhang · Shuang Chen · Juepeng Zheng · Jie Wang · Haohuan Fu
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5804
WATT: Weight Average Test Time Adaptation of CLIP
David OSOWIECHI · Mehrdad Noori · Gustavo Vargas Hakim · Moslem Yazdanpanah · Ali Bahri · Milad Cheraghalikhani · Sahar Dastani · Farzad Beizaee · Ismail Ayed · Christian Desrosiers
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5501
A Unified Recipe for Deriving (Time-Uniform) PAC-Bayes Bounds
Ben Chugg · Hongjian Wang · Aaditya Ramdas
[ JMLR
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5802
Optimal Clustering with Bandit Feedback
Junwen Yang · Zixin Zhong · Vincent Tan
[ JMLR
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6502
Diversity Is Not All You Need: Training A Robust Cooperative Agent Needs Specialist Partners
Rujikorn Charakorn · Poramate Manoonpong · Nat Dilokthanakul
[ Slides [ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7206
Mixture of Demonstrations for In-Context Learning
Song Wang · Zihan Chen · Chengshuai Shi · Cong Shen · Jundong Li
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5708
Transductive Learning is Compact
Julian Asilis · Siddartha Devic · Shaddin Dughmi · Vatsal Sharan · Shang-Hua Teng
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6802
The Secretary Problem with Predicted Additive Gap
Alexander Braun · Sherry Sarkar
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6009
ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution
Haoran Ye · Jiarui Wang · Zhiguang Cao · Federico Berto · Chuanbo Hua · HAEYEON KIM · Jinkyoo Park · Guojie Song
[ Poster [ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7103
MaVEn: An Effective Multi-granularity Hybrid Visual Encoding Framework for Multimodal Large Language Model
Chaoya Jiang · Hongrui Jia · Haiyang Xu · Wei Ye · Mengfan Dong · Ming Yan · Ji Zhang · Fei Huang · Shikun Zhang
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6904
Oja's Algorithm for Streaming Sparse PCA
Syamantak Kumar · Purnamrita Sarkar
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7105
Efficient LLM Jailbreak via Adaptive Dense-to-sparse Constrained Optimization
Kai Hu · Weichen Yu · Yining Li · Tianjun Yao · Xiang Li · Wenhe Liu · Lijun Yu · Zhiqiang Shen · Kai Chen · Matt Fredrikson
[ OpenReview
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6604
Is Behavior Cloning All You Need? Understanding Horizon in Imitation Learning
Dylan J Foster · Adam Block · Dipendra Misra
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6310
Revisiting Differentially Private ReLU Regression
Meng Ding · Mingxi Lei · Liyang Zhu · Shaowei Wang · Di Wang · Jinhui Xu
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7107
Easy Regional Contrastive Learning of Expressive Fashion Representations
Daiqing Qi · Handong Zhao · Sheng Li
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5609
A Unifying Post-Processing Framework for Multi-Objective Learn-to-Defer Problems
Mohammad-Amin Charusaie · Samira Samadi
[ OpenReview
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5500
The Sample Complexity of Gradient Descent in Stochastic Convex Optimization
Roi Livni
[ OpenReview