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Fri Dec 09 06:45 AM -- 07:00 AM (PST) None
Introduction and Opening Remarks
In Trustworthy and Socially Responsible Machine Learning
Huan Zhang · Linyi Li
Fri Dec 09 07:00 AM -- 07:30 AM (PST) None
Invited Talk: Aleksander Mądry
In Trustworthy and Socially Responsible Machine Learning
Aleksander Madry
Fri Dec 09 07:30 AM -- 07:45 AM (PST) None
Contributed Talk: Revisiting Robustness in Graph Machine Learning
In Trustworthy and Socially Responsible Machine Learning
Lukas Gosch · Daniel Sturm · Simon Geisler · Stephan Günnemann
Fri Dec 09 07:45 AM -- 08:00 AM (PST) None
Contributed Talk: Controllable Attack and Improved Adversarial Training in Multi-Agent Reinforcement Learning
In Trustworthy and Socially Responsible Machine Learning
Xiangyu Liu · Souradip Chakraborty · Furong Huang
Fri Dec 09 08:00 AM -- 08:30 AM (PST) None
Invited Talk: Milind Tambe
In Trustworthy and Socially Responsible Machine Learning
Milind Tambe
Fri Dec 09 08:30 AM -- 08:40 AM (PST) None
Coffee Break I
In Trustworthy and Socially Responsible Machine Learning
Fri Dec 09 08:40 AM -- 09:30 AM (PST) None
Morning Poster Session
In Trustworthy and Socially Responsible Machine Learning
Fri Dec 09 09:30 AM -- 10:00 AM (PST) None
Invited Talk: Nika Haghtalab
In Trustworthy and Socially Responsible Machine Learning
Nika Haghtalab
Fri Dec 09 10:00 AM -- 10:30 AM (PST) None
Invited Talk: Kamalika Chaudhuri
In Trustworthy and Socially Responsible Machine Learning
Kamalika Chaudhuri
Fri Dec 09 10:30 AM -- 11:00 AM (PST) None
Invited Talk: Been Kim
In Trustworthy and Socially Responsible Machine Learning
Been Kim
Fri Dec 09 11:00 AM -- 12:00 PM (PST) None
Lunch Break
In Trustworthy and Socially Responsible Machine Learning
Fri Dec 09 12:00 PM -- 12:30 PM (PST) None
Invited Talk: Yi Ma
In Trustworthy and Socially Responsible Machine Learning
Yi Ma
Fri Dec 09 12:30 PM -- 01:00 PM (PST) None
Invited Talk: Dorsa Sadigh
In Trustworthy and Socially Responsible Machine Learning
Dorsa Sadigh
Fri Dec 09 01:00 PM -- 01:30 PM (PST) None
Invited Talk: Marco Pavone
In Trustworthy and Socially Responsible Machine Learning
Marco Pavone
Fri Dec 09 01:30 PM -- 01:40 PM (PST) None
Contributed Talk: DensePure: Understanding Diffusion Models towards Adversarial Robustness
In Trustworthy and Socially Responsible Machine Learning
Zhongzhu Chen · Kun Jin · Jiongxiao Wang · Weili Nie · Mingyan Liu · Anima Anandkumar · Bo Li · Dawn Song
Fri Dec 09 01:40 PM -- 02:30 PM (PST) None
Afternoon Poster Session
In Trustworthy and Socially Responsible Machine Learning
Fri Dec 09 02:45 PM -- 03:00 PM (PST) None
Contributed Talk: Differentially Private Bias-Term only Fine-tuning of Foundation Models
In Trustworthy and Socially Responsible Machine Learning
Zhiqi Bu · Yu-Xiang Wang · Sheng Zha · George Karypis
Fri Dec 09 02:45 PM -- 03:00 PM (PST) None
Contributed Talk: TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations
In Trustworthy and Socially Responsible Machine Learning
Dylan Slack · Satyapriya Krishna · Himabindu Lakkaraju · Sameer Singh
Fri Dec 09 03:00 PM -- 03:15 PM (PST) None
Contributed Talk: zPROBE: Zero Peek Robustness Checks for Federated Learning
In Trustworthy and Socially Responsible Machine Learning
Zahra Ghodsi · Mojan Javaheripi · Nojan Sheybani · Xinqiao Zhang · Ke Huang · Farinaz Koushanfar
Fri Dec 09 03:15 PM -- 04:00 PM (PST) None
Panel Discussion
In Trustworthy and Socially Responsible Machine Learning
Kamalika Chaudhuri · Been Kim · Dorsa Sadigh · Huan Zhang · Linyi Li
Fri Dec 09 04:00 PM -- 04:15 PM (PST) None
Closing Remarks
In Trustworthy and Socially Responsible Machine Learning
Huan Zhang · Linyi Li
None
Forgetting Data from Pre-trained GANs
In Trustworthy and Socially Responsible Machine Learning
Zhifeng Kong · Kamalika Chaudhuri
[ Poster]  [ OpenReview]  [ Topia] 
None
Training Differentially Private Graph Neural Networks with Random Walk Sampling
In Trustworthy and Socially Responsible Machine Learning
Morgane Ayle · Jan Schuchardt · Lukas Gosch · Daniel Zügner · Stephan Günnemann
[ Poster]  [ OpenReview]  [ Topia] 
None
Striving for data-model efficiency: Identifying data externalities on group performance
In Trustworthy and Socially Responsible Machine Learning
Esther Rolf · Ben Packer · Alex Beutel · Fernando Diaz
[ Poster]  [ OpenReview]  [ Topia] 
None
Cooperation or Competition: Avoiding Player Domination for Multi-target Robustness by Adaptive Budgets
In Trustworthy and Socially Responsible Machine Learning
Yimu Wang · Dinghuai Zhang · Yihan Wu · Heng Huang · Hongyang Zhang
[ Poster]  [ OpenReview]  [ Topia] 
None
Individual Privacy Accounting with Gaussian Differential Privacy
In Trustworthy and Socially Responsible Machine Learning
Antti Koskela · Marlon Tobaben · Antti Honkela
[ Poster]  [ OpenReview]  [ Topia] 
None
Learning to Take a Break: Sustainable Optimization of Long-Term User Engagement
In Trustworthy and Socially Responsible Machine Learning
Eden Saig · Nir Rosenfeld
[ Poster]  [ OpenReview]  [ Topia] 
None
Is the Next Winter Coming for AI?The Elements of Making Secure and Robust AI
In Trustworthy and Socially Responsible Machine Learning
Josh Harguess
[ Poster]  [ OpenReview]  [ Topia] 
None
Differentially Private Gradient Boosting on Linear Learners for Tabular Data
In Trustworthy and Socially Responsible Machine Learning
Saeyoung Rho · Shuai Tang · Sergul Aydore · Michael Kearns · Aaron Roth · Yu-Xiang Wang · Steven Wu · Cedric Archambeau
[ Poster]  [ OpenReview]  [ Topia] 
None
zPROBE: Zero Peek Robustness Checks for Federated Learning
In Trustworthy and Socially Responsible Machine Learning
Zahra Ghodsi · Mojan Javaheripi · Nojan Sheybani · Xinqiao Zhang · Ke Huang · Farinaz Koushanfar
[ Poster]  [ OpenReview]  [ Topia] 
None
A Closer Look at the Intervention Procedure of Concept Bottleneck Models
In Trustworthy and Socially Responsible Machine Learning
Sungbin Shin · Yohan Jo · Sungsoo Ahn · Namhoon Lee
[ Poster]  [ OpenReview]  [ Topia] 
None
A View From Somewhere: Human-Centric Face Representations
In Trustworthy and Socially Responsible Machine Learning
Jerone Andrews · Przemyslaw Joniak · Alice Xiang
[ Poster]  [ OpenReview]  [ Topia] 
None
Cold Posteriors through PAC-Bayes
In Trustworthy and Socially Responsible Machine Learning
Konstantinos Pitas · Julyan Arbel
[ Poster]  [ OpenReview]  [ Topia] 
None
A Stochastic Optimization Framework for Fair Risk Minimization
In Trustworthy and Socially Responsible Machine Learning
Andrew Lowy · Sina Baharlouei · Rakesh Pavan · Meisam Razaviyayn · Ahmad Beirami
[ Poster]  [ OpenReview]  [ Topia] 
None
Denoised Smoothing with Sample Rejection for Robustifying Pretrained Classifiers
In Trustworthy and Socially Responsible Machine Learning
Fatemeh Sheikholeslami · Wan-Yi Lin · Jan Hendrik Metzen · Huan Zhang · J. Zico Kolter
None
Revisiting Robustness in Graph Machine Learning
In Trustworthy and Socially Responsible Machine Learning
Lukas Gosch · Daniel Sturm · Simon Geisler · Stephan Günnemann
[ Poster]  [ OpenReview]  [ Topia] 
None
Information-Theoretic Evaluation of Free-Text Rationales with Conditional $\mathcal{V}$-Information
In Trustworthy and Socially Responsible Machine Learning
Hanjie Chen · Faeze Brahman · Xiang Ren · Yangfeng Ji · Yejin Choi · Swabha Swayamdipta
None
FL-Talk: Covert Communication in Federated Learning via Spectral Steganography
In Trustworthy and Socially Responsible Machine Learning
Huili Chen · Farinaz Koushanfar
[ Poster]  [ OpenReview]  [ Topia] 
None
A Theory of Learning with Competing Objectives and User Feedback
In Trustworthy and Socially Responsible Machine Learning
Pranjal Awasthi · Corinna Cortes · Yishay Mansour · Mehryar Mohri
[ Poster]  [ OpenReview]  [ Topia] 
None
Distributed Differential Privacy in Multi-Armed Bandits
In Trustworthy and Socially Responsible Machine Learning
Sayak Ray Chowdhury · Xingyu Zhou
None
Explainability in Practice: Estimating Electrification Rates from Mobile Phone Data in Senegal
In Trustworthy and Socially Responsible Machine Learning
Laura State · Hadrien Salat · Stefania Rubrichi · Zbigniew Smoreda
[ Poster]  [ OpenReview]  [ Topia] 
None
Addressing Bias in Face Detectors using Decentralised Data collection with incentives
In Trustworthy and Socially Responsible Machine Learning
Ahan M R · Robin Lehmann · Richard Blythman
[ Poster]  [ OpenReview]  [ Topia] 
None
Evaluating the Practicality of Counterfactual Explanation
In Trustworthy and Socially Responsible Machine Learning
Nina Spreitzer · Hinda Haned · Ilse van der Linden
[ Poster]  [ OpenReview]  [ Topia] 
None
Participatory Systems for Personalized Prediction
In Trustworthy and Socially Responsible Machine Learning
Hailey James · Chirag Nagpal · Katherine Heller · Berk Ustun
[ Poster]  [ OpenReview]  [ Topia] 
None
REGLO: Provable Neural Network Repair for Global Robustness Properties
In Trustworthy and Socially Responsible Machine Learning
Feisi Fu · Zhilu Wang · Jiameng Fan · Yixuan Wang · Chao Huang · Xin Chen · Qi Zhu · Wenchao Li
[ Poster]  [ OpenReview]  [ Topia] 
None
On Causal Rationalization
In Trustworthy and Socially Responsible Machine Learning
Wenbo Zhang · TONG WU · Yunlong Wang · Yong Cai · Hengrui Cai
[ Poster]  [ OpenReview]  [ Topia] 
None
Indiscriminate Data Poisoning Attacks on Neural Networks
In Trustworthy and Socially Responsible Machine Learning
Yiwei Lu · Gautam Kamath · Yaoliang Yu
[ Poster]  [ OpenReview]  [ Topia] 
None
Bias Amplification in Image Classification
In Trustworthy and Socially Responsible Machine Learning
Melissa Hall · Laurens van der Maaten · Laura Gustafson · Maxwell Jones · Aaron Adcock
[ Slides]  [ Poster]  [ OpenReview]  [ Topia] 
None
Certified Defences Against Adversarial Patch Attacks on Semantic Segmentation
In Trustworthy and Socially Responsible Machine Learning
Maksym Yatsura · Kaspar Sakmann · N. Grace Hua · Matthias Hein · Jan Hendrik Metzen
[ Poster]  [ OpenReview]  [ Topia] 
None
Men Also Do Laundry: Multi-Attribute Bias Amplification
In Trustworthy and Socially Responsible Machine Learning
Dora Zhao · Jerone Andrews · Alice Xiang
[ Poster]  [ OpenReview]  [ Topia] 
None
Anonymization for Skeleton Action Recognition
In Trustworthy and Socially Responsible Machine Learning
Saemi Moon · Myeonghyeon Kim · Zhenyue Qin · Yang Liu · Dongwoo Kim
[ Poster]  [ OpenReview]  [ Topia] 
None
Provable Re-Identification Privacy
In Trustworthy and Socially Responsible Machine Learning
Zachary Izzo · Jinsung Yoon · Sercan Arik · James Zou
[ Poster]  [ OpenReview]  [ Topia] 
None
Membership Inference Attacks via Adversarial Examples
In Trustworthy and Socially Responsible Machine Learning
Hamid Jalalzai · Elie Kadoche · Rémi Leluc · Vincent Plassier
[ Poster]  [ OpenReview]  [ Topia] 
None
Take 5: Interpretable Image Classification with a Handful of Features
In Trustworthy and Socially Responsible Machine Learning
Thomas Norrenbrock · Marco Rudolph · Bodo Rosenhahn
[ Poster]  [ OpenReview]  [ Topia] 
None
Generating Intuitive Fairness Specifications for Natural Language Processing
In Trustworthy and Socially Responsible Machine Learning
Florian E. Dorner · Momchil Peychev · Nikola Konstantinov · Naman Goel · Elliott Ash · Martin Vechev
[ Poster]  [ OpenReview]  [ Topia] 
None
Learning from uncertain concepts via test time interventions
In Trustworthy and Socially Responsible Machine Learning
Ivaxi Sheth · Aamer Abdul Rahman · Laya Rafiee Sevyeri · Mohammad Havaei · Samira Ebrahimi Kahou
[ Poster]  [ OpenReview]  [ Topia] 
None
Improving Fairness in Image Classification via Sketching
In Trustworthy and Socially Responsible Machine Learning
Ruichen Yao · cui ziteng · Xiaoxiao Li · Lin Gu
[ Poster]  [ OpenReview]  [ Topia] 
None
Inferring Class Label Distribution of Training Data from Classifiers: An Accuracy-Augmented Meta-Classifier Attack
In Trustworthy and Socially Responsible Machine Learning
Raksha Ramakrishna · György Dán
[ Poster]  [ OpenReview]  [ Topia] 
None
Case Study: Applying Decision Focused Learning in the Real World
In Trustworthy and Socially Responsible Machine Learning
Shresth Verma · Aditya Mate · Kai Wang · Aparna Taneja · Milind Tambe
[ Poster]  [ OpenReview]  [ Topia] 
None
Assessing Performance and Fairness Metrics in Face Recognition - Bootstrap Methods
In Trustworthy and Socially Responsible Machine Learning
Jean-Rémy Conti · Stéphan Clémençon
[ Poster]  [ OpenReview]  [ Topia] 
None
Beyond Protected Attributes: Disciplined Detection of Systematic Deviations in Data
In Trustworthy and Socially Responsible Machine Learning
Adebayo Oshingbesan · Winslow Omondi · Girmaw Abebe Tadesse · Celia Cintas · Skyler D. Speakman
[ Poster]  [ OpenReview]  [ Topia] 
None
Quantifying Social Biases Using Templates is Unreliable
In Trustworthy and Socially Responsible Machine Learning
Preethi Seshadri · Pouya Pezeshkpour · Sameer Singh
[ Poster]  [ OpenReview]  [ Topia] 
None
A Fair Loss Function for Network Pruning
In Trustworthy and Socially Responsible Machine Learning
Robbie Meyer · Alexander Wong
[ Poster]  [ OpenReview]  [ Topia] 
None
Benchmarking the Effect of Poisoning Defenses on the Security and Bias of the Final Model
In Trustworthy and Socially Responsible Machine Learning
Nathalie Baracaldo · Kevin Eykholt · Farhan Ahmed · Yi Zhou · Shriti Priya · Taesung Lee · Swanand Kadhe · Yusong Tan · Sridevi Polavaram · Sterling Suggs
None
Physically-Constrained Adversarial Attacks on Brain-Machine Interfaces
In Trustworthy and Socially Responsible Machine Learning
Xiaying Wang · Rodolfo Octavio Siller Quintanilla · Michael Hersche · Luca Benini · Gagandeep Singh
[ Poster]  [ OpenReview]  [ Topia] 
None
Controllable Attack and Improved Adversarial Training in Multi-Agent Reinforcement Learning
In Trustworthy and Socially Responsible Machine Learning
Xiangyu Liu · Souradip Chakraborty · Furong Huang
[ Poster]  [ OpenReview]  [ Topia] 
None
Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model
In Trustworthy and Socially Responsible Machine Learning
Jacob Eisenstein · Daniel Andor · Bernd Bohnet · Michael Collins · David Mimno
[ Poster]  [ OpenReview]  [ Topia] 
None
Interactive Rationale Extraction for Text Classification
In Trustworthy and Socially Responsible Machine Learning
Jiayi Dai · Mi-Young Kim · Randolph Goebel
[ Poster]  [ OpenReview]  [ Topia] 
None
When Personalization Harms: Reconsidering the Use of Group Attributes of Prediction
In Trustworthy and Socially Responsible Machine Learning
Vinith Suriyakumar · Marzyeh Ghassemi · Berk Ustun
None
Few-shot Backdoor Attacks via Neural Tangent Kernels
In Trustworthy and Socially Responsible Machine Learning
Jonathan Hayase · Sewoong Oh
[ Poster]  [ OpenReview]  [ Topia] 
None
Towards Reasoning-Aware Explainable VQA
In Trustworthy and Socially Responsible Machine Learning
Rakesh Vaideeswaran · Feng Gao · ABHINAV MATHUR · Govindarajan Thattai
[ Poster]  [ OpenReview]  [ Topia] 
None
A Deep Dive into Dataset Imbalance and Bias in Face Identification
In Trustworthy and Socially Responsible Machine Learning
Valeriia Cherepanova · Steven Reich · Samuel Dooley · Hossein Souri · John Dickerson · Micah Goldblum · Tom Goldstein
[ Poster]  [ OpenReview]  [ Topia] 
None
But Are You Sure? Quantifying Uncertainty in Model Explanations
In Trustworthy and Socially Responsible Machine Learning
Charles Marx · Youngsuk Park · Hilaf Hasson · Yuyang (Bernie) Wang · Stefano Ermon · Chaitanya Baru
None
Fairness-aware Missing Data Imputation
In Trustworthy and Socially Responsible Machine Learning
Yiliang Zhang · Qi Long
None
On the Robustness of deep learning-based MRI Reconstruction to image transformations
In Trustworthy and Socially Responsible Machine Learning
jinghan jia · Mingyi Hong · Yimeng Zhang · Mehmet Akcakaya · Sijia Liu
[ Poster]  [ OpenReview]  [ Topia] 
None
DensePure: Understanding Diffusion Models towards Adversarial Robustness
In Trustworthy and Socially Responsible Machine Learning
Zhongzhu Chen · Kun Jin · Jiongxiao Wang · Weili Nie · Mingyan Liu · Anima Anandkumar · Bo Li · Dawn Song
None
Just Avoid Robust Inaccuracy: Boosting Robustness Without Sacrificing Accuracy
In Trustworthy and Socially Responsible Machine Learning
Yannick Merkli · Pavol Bielik · Petar Tsankov · Martin Vechev
[ Poster]  [ OpenReview]  [ Topia] 
None
Accelerating Open Science for AI in Heliophysics
In Trustworthy and Socially Responsible Machine Learning
Dolores Garcia · Paul Wright · Mark Cheung · Meng Jin · James Parr
[ Poster]  [ OpenReview]  [ Topia] 
None
PINTO: Faithful Language Reasoning Using Prompt-Generated Rationales
In Trustworthy and Socially Responsible Machine Learning
Peifeng Wang · Aaron Chan · Filip Ilievski · Muhao Chen · Xiang Ren
[ Poster]  [ OpenReview]  [ Topia] 
None
Hidden Poison: Machine Unlearning Enables Camouflaged Poisoning Attacks
In Trustworthy and Socially Responsible Machine Learning
Jimmy Di · Jack Douglas · Jayadev Acharya · Gautam Kamath · Ayush Sekhari
[ Poster]  [ OpenReview]  [ Topia] 
None
On the Impact of Adversarially Robust Models on Algorithmic Recourse
In Trustworthy and Socially Responsible Machine Learning
Satyapriya Krishna · Chirag Agarwal · Himabindu Lakkaraju
[ Poster]  [ OpenReview]  [ Topia] 
None
TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations
In Trustworthy and Socially Responsible Machine Learning
Dylan Slack · Satyapriya Krishna · Himabindu Lakkaraju · Sameer Singh
[ Poster]  [ OpenReview]  [ Topia] 
None
COVID-Net Biochem: An Explainability-driven Framework to Building Machine Learning Models for Predicting Survival and Kidney Injury of COVID-19 Patients from Clinical and Biochemistry Data
In Trustworthy and Socially Responsible Machine Learning
Hossein Aboutalebi · Maya Pavlova · Mohammad Javad Shafiee · Adrian Florea · Andrew Hryniowski · Alexander Wong
[ Poster]  [ OpenReview]  [ Topia] 
None
Visual Prompting for Adversarial Robustness
In Trustworthy and Socially Responsible Machine Learning
Aochuan Chen · Peter Lorenz · Yuguang Yao · Pin-Yu Chen · Sijia Liu
[ Poster]  [ OpenReview]  [ Topia] 
None
On the Feasibility of Compressing Certifiably Robust Neural Networks
In Trustworthy and Socially Responsible Machine Learning
Pratik Vaishnavi · Veena Krish · Farhan Ahmed · Kevin Eykholt · Amir Rahmati
[ Poster]  [ OpenReview]  [ Topia] 
None
Just Following AI Orders: When Unbiased People Are Influenced By Biased AI
In Trustworthy and Socially Responsible Machine Learning
Hammaad Adam · Aparna Balagopalan · Emily Alsentzer · Fotini Christia · Marzyeh Ghassemi
[ Poster]  [ OpenReview]  [ Topia] 
None
Towards Algorithmic Fairness in Space-Time: Filling in Black Holes
In Trustworthy and Socially Responsible Machine Learning
Cheryl Flynn · Aritra Guha · Subhabrata Majumdar · Divesh Srivastava · Zhengyi Zhou
[ Poster]  [ OpenReview]  [ Topia] 
None
Scalable and Improved Algorithms for Individually Fair Clustering
In Trustworthy and Socially Responsible Machine Learning
Mohammadhossein Bateni · Vincent Cohen-Addad · Alessandro Epasto · Silvio Lattanzi
[ Slides]  [ Poster]  [ OpenReview]  [ Topia] 
None
On the Trade-Off between Actionable Explanations and the Right to be Forgotten
In Trustworthy and Socially Responsible Machine Learning
Martin Pawelczyk · Tobias Leemann · Asia Biega · Gjergji Kasneci
[ Poster]  [ OpenReview]  [ Topia] 
None
Real world relevance of generative counterfactual explanations
In Trustworthy and Socially Responsible Machine Learning
Swami Sankaranarayanan · Thomas Hartvigsen · Lauren Oakden-Rayner · Marzyeh Ghassemi · Phillip Isola
[ Poster]  [ OpenReview]  [ Topia] 
None
GFairHint: Improving Individual Fairness for Graph Neural Networks via Fairness Hint
In Trustworthy and Socially Responsible Machine Learning
Paiheng Xu · Yuhang Zhou · Bang An · Wei Ai · Furong Huang
[ Poster]  [ OpenReview]  [ Topia] 
None
Strategy-Aware Contextual Bandits
In Trustworthy and Socially Responsible Machine Learning
Keegan Harris · Chara Podimata · Steven Wu
[ Poster]  [ OpenReview]  [ Topia] 
None
Group Excess Risk Bound of Overparameterized Linear Regression with Constant-Stepsize SGD
In Trustworthy and Socially Responsible Machine Learning
Arjun Subramonian · Levent Sagun · Kai-Wei Chang · Yizhou Sun
[ Poster]  [ OpenReview]  [ Topia] 
None
Not All Knowledge Is Created Equal: Mutual Distillation of Confident Knowledge
In Trustworthy and Socially Responsible Machine Learning
ZIYUN LI · Xinshao Wang · Christoph Meinel · Neil Robertson · David Clifton · Haojin Yang
[ Poster]  [ OpenReview]  [ Topia] 
None
Poisoning Generative Models to Promote Catastrophic Forgetting
In Trustworthy and Socially Responsible Machine Learning
Siteng Kang · Xinhua Zhang
[ Poster]  [ OpenReview]  [ Topia] 
None
Certified Training: Small Boxes are All You Need
In Trustworthy and Socially Responsible Machine Learning
Mark Müller · Franziska Eckert · Marc Fischer · Martin Vechev
[ Poster]  [ OpenReview]  [ Topia] 
None
What Makes a Good Explanation?: A Unified View of Properties of Interpretable ML
In Trustworthy and Socially Responsible Machine Learning
Zixi Chen · Varshini Subhash · Marton Havasi · Weiwei Pan · Finale Doshi-Velez
[ Poster]  [ OpenReview]  [ Topia] 
None
On the Importance of Architectures and Hyperparameters for Fairness in Face Recognition
In Trustworthy and Socially Responsible Machine Learning
Samuel Dooley · Rhea Sukthanker · John Dickerson · Colin White · Frank Hutter · Micah Goldblum
[ Poster]  [ OpenReview]  [ Topia] 
None
Finding Safe Zones of Markov Decision Processes Policies
In Trustworthy and Socially Responsible Machine Learning
Michal Moshkovitz · Lee Cohen · Yishay Mansour
[ Poster]  [ OpenReview]  [ Topia] 
None
Hybrid-EDL: Improving Evidential Deep Learning for Uncertainty Quantification on Imbalanced Data
In Trustworthy and Socially Responsible Machine Learning
Tong Xia · Jing Han · Lorena Qendro · Ting Dang · Cecilia Mascolo
[ Poster]  [ OpenReview]  [ Topia] 
None
Attack-Agnostic Adversarial Detection
In Trustworthy and Socially Responsible Machine Learning
Jiaxin Cheng · Mohamed Hussein · Jayadev Billa · Wael Abd-Almageed
[ Poster]  [ OpenReview]  [ Topia] 
None
When Fairness Meets Privacy: Fair Classification with Semi-Private Sensitive Attributes
In Trustworthy and Socially Responsible Machine Learning
Canyu Chen · Yueqing Liang · Xiongxiao Xu · Shangyu Xie · Yuan Hong · Kai Shu
[ Poster]  [ OpenReview]  [ Topia] 
None
Differentially Private Bias-Term only Fine-tuning of Foundation Models
In Trustworthy and Socially Responsible Machine Learning
Zhiqi Bu · Yu-Xiang Wang · Sheng Zha · George Karypis
[ Poster]  [ OpenReview]  [ Topia] 
None
Uncertainty-aware predictive modeling for fair data-driven decisions
In Trustworthy and Socially Responsible Machine Learning
Patrick Kaiser · Christoph Kern · David Rügamer
[ Poster]  [ OpenReview]  [ Topia] 
None
Socially Responsible Reasoning with Large Language Models and The Impact of Proper Nouns
In Trustworthy and Socially Responsible Machine Learning
Sumit Jha · Rickard Ewetz · Alvaro Velasquez · Susmit Jha
[ Poster]  [ OpenReview]  [ Topia] 
None
An Analysis of Social Biases Present in BERT Variants Across Multiple Languages
In Trustworthy and Socially Responsible Machine Learning
Parishad BehnamGhader · Aristides Milios
[ Poster]  [ OpenReview]  [ Topia] 
None
Private Data Leakage via Exploiting Access Patterns of Sparse Features in Deep Learning-based Recommendation Systems
In Trustworthy and Socially Responsible Machine Learning
Hanieh Hashemi · Wenjie Xiong · Liu Ke · Kiwan Maeng · Murali Annavaram · G. Edward Suh · Hsien-Hsin Lee
[ Poster]  [ OpenReview]  [ Topia] 
None
A Brief Overview of AI Governance for Responsible Machine Learning Systems
In Trustworthy and Socially Responsible Machine Learning
Navdeep Gill · Marcos Conde
[ Poster]  [ OpenReview]  [ Topia]