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Workshop Sat, Dec 12, 2026 • 6:00 PM – 3:00 AM AEDT Salle 252

Trustworthy AI for Good (AI4GOOD) Workshop

Terry J Zhang ⋅ Arian Khorasani ⋅ Joan Nwatu ⋅ Rada Mihalcea ⋅ Milind Tambe ⋅ David Lie ⋅ Christian Schroeder de Witt ⋅ Zhijing Jin ⋅ Swapneel Mehta ⋅ Klaudia Krawiecka
[ OpenReview] 

Abstract

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Schedule

Time zone: Conference local time zone
SIMPATIX: Transformer-Based Depression Prediction from Social Media Posts
Bhavya Thakur ⋅ Raghavendra Thakur ⋅ Madhavendra Thakur
System-Prompt Personalization for Open-Weight Models in Multi-Turn RAG
Erin MacNeil ⋅ Scott Bateman ⋅ Mahtab Sarvmaili
SPIRE: Learning Shared–Private Neural Structure for Perturbation Analysis
Rahil Soroushmojdehi ⋅ Sina Javadzadeh ⋅ Mehrnaz Asadi ⋅ Terence Sanger
Profile-Based Auditing of Domestic Violence Survey Selection Across South Asia
Mohammad Abu Obaida Mullick ⋅ Rezaur Rahman Ratul ⋅ Mymuna Nourin ⋅ Motaharul Islam
NetFlow-JEPA: Temporal Self Supervised Graph Based Network Intrusion Detection
Naman Batra ⋅ Raj Raman ⋅ Chirag Miglani ⋅ Vimanyu singh ⋅ AARTI JAIN
Should Register Foundation Models Be Part of Pandemic Preparedness?
Thomas A Eriksson ⋅ Adam Altmejd ⋅ Anders Björkelund ⋅ Dominik Dietler ⋅ Maxim Kan ⋅ Anna M Ekström ⋅ Fredrik Kahn ⋅ Mattias Ohlsson ⋅ Jonas Björk
Conformal Prediction Under Physical Constraints for Scientific Surrogates
Vijay Chopra ⋅ Prajesh Mishra ⋅ Ajay Aravanan ⋅ Vasilisa Baginskaya ⋅ Kiran Nijjer
Cheap Online Monitoring Helps: Case Study on nanochat
Maksym Khavil ⋅ Ryan Y Xu ⋅ Martin Schmid
Separating Injection Presence from Executor Compromise in Residual-Stream Probes of Multi-Agent LLM Pipelines
Mariame Diabate ⋅ Ifeoluwa Jayeola ⋅ Oudoum Ali Houmed ⋅ Eyiara Oladipo ⋅ Elena Ajayi ⋅ Anagha Late ⋅ Lawrence T Wagner
Three Domains, One Direction: Reasoning-Calibration Steering Transfers Across Domains
Yung-Hsuan Yang ⋅ Wenyu Wang ⋅ Justin Tandon ⋅ Akhilesh Bitla ⋅ Madhur Panwar ⋅ Kevin Zhu ⋅ Anusha Mujumdar
When Tools Get in the Way: The Effect of Unnecessary Tool Availability on LLM Answering
Saanvi Paturi ⋅ Arsen Kenzhebayev ⋅ Arham Sethi ⋅ Vyas Raina ⋅ Ivaxi Sheth ⋅ Vatsal Raina
Ontoscope: Ontology-Guided Retrieval Scoping for Efficient Retrieval-Augmented Generation
Dhananjay Khulbe ⋅ Siddarth Tumu ⋅ Siddharth Mahesh ⋅ Jonathan Wang
From Scaling Tests to Production: Dense LLM Pretraining on Leonardo
Emilia Cozzolino ⋅ Domitilla Brandoni ⋅ Filippo Festa ⋅ Davide Gentile ⋅ Riccardo Scheda ⋅ Michele Visciarelli
Fabrication After Tool Failure: Tool-Augmented Agents Assert Values Their Tools Did Not Return
Arham Sethi ⋅ Arsen Kenzhebayev ⋅ Saanvi Paturi ⋅ Vatsal Raina ⋅ Vyas Raina ⋅ Ivaxi Sheth
CareQueue: Reinforcement Learning Methods for Intelligent Patient Prioritization
Ayush Jain ⋅ Julia Kryłowicz ⋅ Beloslava Malakova ⋅ Anusha Asthana
CONE: A Benchmark for Verifying Counting Reliability in Open-Weight LLMs
Ishaan Verma ⋅ Arsheya Yadav ⋅ Tanvi Bajpai ⋅ Shubh Maheshwari ⋅ Lakshay Verma
Verbalizable Representations Emerge before Workspace Functions in Language Models
Arjun Dabir ⋅ Ailun Shen ⋅ Michael Chan ⋅ Bangzishu Huang ⋅ Shanduojiao Jiang ⋅ Mohammed Mahfoud
Systematic Literature Review for Computational Detection of Anthropomorphic Language
Shumaim liaquat ⋅ Rabeea Jaffari ⋅ Areej F Meghji ⋅ Faiz Nadeem
When Verifiers Disagree: Measuring Specification Sensitivity in Jailbreak Evaluation
Saleena Angeline Sartawita ⋅ Amy Xie ⋅ Arjun Addaypally ⋅ Shobhnik Kriplani
Delta Attention Residuals for Cross-Layer Information Flow in Indic Models
Vaibhav Verma ⋅ Sanyam Jain ⋅ Chintakrindi K Kartik
Measuring impact of evaluation format on LLM-as-a-Judge for Long-Form Audio Reasoning
Abijah Sanjeev ⋅ AnaLuz Ferrer ⋅ Sarayu Badam ⋅ Aydin Feroz ⋅ Arjun Bahuguna
Symmetry Alignment Across Depth in Transformer Merging
Krish Malik ⋅ Tasmayu Swain ⋅ Krishna Mudgal
Adversarial Attacks Expose Path-Dependent Failures in Discrete Medical Image Tokenizers
Ahmed Loughzali ⋅ Akash Yallamati ⋅ Aadiv Reki ⋅ Aslan Vaida ⋅ Jeyashree Krishnan
Architectures and KV Replay for Depth-Recurrent Language Models
Lucia Licakova ⋅ Lukas Hauzenberger ⋅ Niklas Schmidinger ⋅ Sebastian Böck ⋅ Sepp Hochreiter
Difference-in-Differences on a Censored Rating Scale Can Manufacture an Effect: Evidence from a Pre-Registered LLM-Judge Audit
Shuyi Fan ⋅ Boyuan Deng ⋅ Mengyu Xu ⋅ Xinhong Xie ⋅ Chenyang Li ⋅ Hongyang Zhang
Measuring Provenance Sensitivity in Tool-Using LLM Agents Reveals Channel-Dependent Safety Behavior
Raghav R Jayanthi ⋅ Mahima Sachan ⋅ Bhagyesh Rathi ⋅ Mukul D Chhangani ⋅ Ajay M Rangarajan
Bounds for Universal Representation with Spiking Neural Networks
Aston Wan ⋅ Evan Zhao ⋅ Nathan Yan ⋅ Cooper Sigrist
POSTURE: A Multimodal Movie Clip Dataset for Contrastive Pose Embedding
Yuchen Wei ⋅ Aaron Ely ⋅ Henry Wei ⋅ Cooper Sigrist
Search Pathology Diagnosis for Automated Discovery
Alistair Liang Chuen Cheong ⋅ Zerui Chen ⋅ Soham Raychaudhuri ⋅ Seungone Kim ⋅ Young-Jun Lee ⋅ Dongyeop Kang
Semantic-Aware Logit Adjustment for Long-Tailed Recognition
Brainard P Jagati ⋅ Jitendra Tembhurne ⋅ Ananya K Patel ⋅ Animesh R Tripathi ⋅ Harsh Goud
Replay-Augmented Dynamic Data Pruning for Image Classification
Lisa Rumplmayr ⋅ Eva Gubler ⋅ Huiting Tang ⋅ Arsen Yermukan
From Admission to Retention: Predicting Durable Offspring in Quality-Diversity Search
Corrado Calamita ⋅ Matteo Mendicini ⋅ Riccardo Bertamini ⋅ Luca Ferrari
Reconstructing High-Resolution Hyperparameter Loss Landscapes via Active Surrogate Modeling
Shihao Ji ⋅ Junshan Mu ⋅ YiZhou Huang ⋅ Yeung Y Thomas
What Does Language Alter Medical Vision-Language Model Decisions Across Domains? A Seven-Language Chest X-Ray Study
Ayoub Louaye Bouaziz ⋅ Douaa M Yagoub ⋅ Iliam Souami ⋅ zein miled ⋅ Ilyes sais ⋅ Nadjiba Rahal ⋅ Basma Halil ⋅ Chemam soundous ⋅ REZZOUG AICHA ⋅ Lokmane Chebouba
XpertGPT: Efficient Language Modeling via Multi-Scale Sparse Expert Routing
Soham Jain ⋅ Harsh Singh ⋅ Divija Dewan ⋅ Atul Dev
Evaluating Context-Window Harnesses for CBRNE Safety
Nathan Nguyen ⋅ Nicholas Kim ⋅ Abhitha Vegi ⋅ Arko Samad ⋅ Suvajit Majumder
MetaKV: Adaptive KV Cache Compression for Constrained LLM Inference
Michael Wang ⋅ Keith Li ⋅ Roozbeh Bostandoost
PeerConf: Self-Calibrating Early Stopping for Efficient Parallel LLM Reasoning
Mofe Atanda ⋅ Yani Baguenane ⋅ Tyler Yi ⋅ Deniz Filiz ⋅ Mohammed Mahfoud ⋅ Anusha Mujumdar
Q-JEPA: Joint-Embedding Predictive Adaptation for Quantized Large Language Models
Chaitanya Kakade ⋅ Dhiraj Salunkhe ⋅ Gaurang Kakade
Country Is Not Enough: Recognition - Action Gaps in Cultural Answerability
Aditya Channa ⋅ Madhav Kapoor ⋅ Jastej Singh
Multi-modal Latent Predictive Architectures for Heterogeneous Clinical Data
Daniyal Selani ⋅ Erik B van den Akker ⋅ Marcel Reinders
Not All Attention Is Created Equal: Robustness of In-Context Learning Across Attention Mechanisms
Ken Zheng ⋅ Joshua Lu ⋅ Lenci Ni ⋅ Tiger Zhang ⋅ William Li
Slot Attention and K-means
Vasudev Joy ⋅ Rajat Rasal ⋅ Anthea Monod ⋅ Ben Glocker ⋅ Avinash Kori
Masked Diffusion Noise Optimisation
Louis Groll ⋅ Vincent Pauline ⋅ Riccardo Barbano ⋅ Stefan Bauer
SegmentWeave: Post-Processing framework for Enhanced Dense Video Captioning
Seunghwan Seo ⋅ Junhyuk Kwon ⋅ Hongjoo Kim ⋅ Kang Daemin ⋅ Nayoung Park ⋅ Hanseong Lee ⋅ Kyle Min
Comparing General and Failure-Mode Targeted Synthetic Datasets for Bounding-Box Object Detection
Jonathan Wang ⋅ Siddharth Mahesh ⋅ Siddarth Tumu ⋅ Dhananjay Khulbe
Marginals by Flows, Dependence by Energy: Learning Multimodal Joint Distributions
Sebastien Grand ⋅ Aurelie Montarnal ⋅ Guillaume Pouget ⋅ Piffault Charles ⋅ Bruno Mériaux ⋅ Frederick Benaben
Subliminal Traits Persist Through Distillation.
Abass Oguntade ⋅ Shivam Arora
Predicting Protection Strength for Diffusion-Based Image Editing Without the Attacker's Model
Saarthak Gupta ⋅ Vasu Mahajan ⋅ Arjun K Tomar ⋅ Vedant K Shanker
MDM-OC: Orthogonal Delta Merging for Scalable and Reversible Model Composition
Haris Khan ⋅ Sadia Asif ⋅ Shumaila Asif ⋅ Muhammad Zeeshan Karamat ⋅ Rajesh Upadhayaya
Evaluating LALM Judges on Freeform Audio Reasoning
Jordan Zhang ⋅ Rohith Reddy Mandala ⋅ Hardev Ranglani ⋅ Arjun Bahuguna
"Close enough?'' An investigation into multiplication errors in LLMs
William Bolton ⋅ Bezawit Lake Tilaye ⋅ Huw Day
Reciprocal Wireheading Undermines Alignment Properties in Multi-Agent LLMs Evaluations
Saif Ur Rehman ⋅ Vayk Mathrani ⋅ Ahmad Shaker ⋅ Thao Pham
Marauder's Map: Mapping the reachable argument space of LLM-generated tool calls
Felix Mächtle ⋅ Giulio Zizzo ⋅ Anisa Halimi ⋅ Thomas Eisenbarth ⋅ Mark Purcell
From 'May' to 'Is': Certainty Distortion in Language Model Rewriting
Catarina Belém ⋅ Shang Wu ⋅ Randol H Yao ⋅ Mark Steyvers ⋅ Sameer Singh ⋅ Padhraic Smyth
Orbit: A Framework for Multi-Agent Security Evaluations
Ben Hagag ⋅ William L Anderson ⋅ Srija Chakraborty ⋅ Christian Schroeder de Witt
Tool Use Enables Undetectable Steganography in Multi-Agent LLM Systems
Jimmy Rippin ⋅ Simon Marshall ⋅ David Demitri Africa ⋅ Christian Schroeder de Witt
CLEAR: Continuous Latent Adapter Routing for Utility-Preserving LLM Safety Alignment
Chengxiao Wang ⋅ Enyi Jiang ⋅ Xiaojing Liao ⋅ Sanmi Koyejo
Your AI Travel Agent Would Book You a Bullfight: An Agentic Benchmark for Implicit Animal Welfare in Frontier AI Models
Jasmine Brazilek ⋅ Joel Christoph ⋅ Maheep Chaudhary ⋅ Oliver Tullio ⋅ Carol Kline ⋅ Miles Tidmarsh ⋅ Arturs Kanepajs
A Removal Based Approach to Improve LLM Faithfulness at Test-Time
Qinglan Luo ⋅ S M A Nahian ⋅ John Guttag ⋅ Mazdak Abulnaga ⋅ Katie Matton
VerifierContractBench: Auditing Safety Regressions in AI-Optimized Oversight
Lakshya Narula ⋅ Saurabh Tripathi ⋅ Lily Sharma ⋅ Nikhil Rao
Rethinking the Effectiveness of Contrastive Decoding in Mitigating Hallucinations in MLLMs
Arnav Bendre ⋅ Shreyansh Modi ⋅ Guneesh Gupta ⋅ Kavish Grover ⋅ Chayan aggarwal
When Failure Ranking Misses Intervention Value: A Calibration-Time Audit for Selective Prediction
Johannes A Gaus ⋅ Jhon P Charaja ⋅ Winfried Ilg ⋅ Daniel Haeufle
How Do Hardware Faults Manifest Differently in LLM Agents?
Aiden Rubey ⋅ Zachary Coalson ⋅ Cong Chen ⋅ Jean-Philippe Monteuuis ⋅ Jonathan Petit ⋅ Sanghyun Hong
Toward Trustworthy LLM Support for Foster Families: Architecture and Formative Evidence from an Early-Stage System
Liudmila Babakova ⋅ Olga Ilyina ⋅ Svetlana Stroganova ⋅ Nikolay Babakov
Synthetic Persona Pretraining: Alignment from Token Zero
Julian Minder ⋅ Viktor Moskvoretskii ⋅ Raghav Singhal ⋅ Difan Jiao ⋅ Andy Arditi ⋅ Shaobo Cui ⋅ Yiderigun Borjigin ⋅ Kartik Bali ⋅ Stefan Krsteski ⋅ Harsh Raj ⋅ Huu Nguyen ⋅ Jannik Brinkmann ⋅ Ashton Anderson ⋅ Roland Aydin ⋅ Robert West
CouncilAttack: Red Teaming LLMs with a Deliberative Council over Fabricated Multi-Turn Dialogues
Francisco J Cortés-Delgado ⋅ Mario R Béjar ⋅ Giulio Zizzo ⋅ William Shen ⋅ Antonio Skarmeta ⋅ Stefano Braghin ⋅ Jose L Hernandez-Ramos
Back to Basics: Formal Analysis Hints Improve Weak-to-Strong Monitoring
Daniel Ben-Levi ⋅ Judah Goldfeder ⋅ Mateusz Dziemian ⋅ Raja Moreno
Auditing Selective Trust: A Pre-Deployment Benchmark and Mitigation for Trustworthy AI
Xian Sun ⋅ Wei Gao ⋅ Yingshuo Wang ⋅ Qing Wu ⋅ Junhao Liu ⋅ Lingdong Kong ⋅ Wei Chow
When Local Safety Does Not Compose: Measuring the Limits of Automated Risk Assessment for Cross-Institutional Agentic Systems
Olivera Kotevska ⋅ David Florey ⋅ Steven Goldenberg ⋅ Natalie M Isenberg ⋅ Reilly Raab ⋅ Malachi Schram ⋅ Nathan Hodas
Authority, Truth, and Citation Bias: A Multi-Domain Benchmark for Studying Citation Deference in Large Language Models
Aryan Khurana ⋅ Aravind Ramana R N ⋅ Suryansh Ram Menon ⋅ Nijesh Upreti ⋅ Vaishak Belle ⋅ Dhruv Kumar
Navigate, Don’t Generate: Making AI Mediated Access to Public Agricultural Data Citizen-Auditable
Pranav Dhiran ⋅ VENKATESAN NADIMUTHU ⋅ Vedant Maheshwari ⋅ Raviteja Bommireddy ⋅ Mitanshu Khandal ⋅ Archy Das ⋅ Anmol Nimmala ⋅ Amit Sheth
Installing General Secret Loyalties in Frontier AI Systems
Alfie Lamerton ⋅ Vasisht Duddu ⋅ Tim G. J. Rudner
Predicting the Critic: Training on User Feedback Reshapes Emergent Misalignment
XI JIA Zhou ⋅ Arth Singh ⋅ Sekai Tully Carr ⋅ Elizaveta Tennant ⋅ Nick Haber
Adapting Global Wildfire Danger Models to High-Stakes Regional Fire Regimes
Nikolas Papadopoulos ⋅ Christina Diamanti ⋅ Charalampos Davalas ⋅ Ioannis Prapas ⋅ Julia Gottfriedsen ⋅ Dimitrios Michail ⋅ Ioannis Papoutsis
How I Aligned Your Model: Scaling Up Multilingual Safety Training with Templates
Max Neuwinger ⋅ Hanna Yukhymenko ⋅ Imanol Schlag
CAMEO: A Black-Box Behavioral Diagnostic for Evaluation-Aware Concealment in Language Models
Vatsalya Soni ⋅ Shaivi Malik ⋅ Vedant Maheshwari ⋅ VENKATESAN NADIMUTHU ⋅ Yash Kulkarni ⋅ Amit Sheth
DUC-Bench: A Guideline-Grounded Benchmark for Evaluating Evidence-Responsive Decision Updating in Medical Large Language Models
Adepoju J Moyondafoluwa ⋅ Alexey Kuntsevich ⋅ Kavana Venkatesh ⋅ Bouthayna Mesraf ⋅ Amna Jamal ⋅ Ayodeji O.J Ibitoye
AuthGateBench: Benchmarking LLMs as Authorization Gate
Zhixiong Zhuang ⋅ Jin Jia ⋅ Zhiwei Shang ⋅ Ziyu Wang
Safety Erosion from Benign Narrow Fine-Tuning
Hilary Torn ⋅ Phil Blandfort ⋅ Robert Graham
Inference-Time Consensus for Mitigating Hidden Behaviors from LLM Fine-Tuning
Adhyyan Narang ⋅ Artin Tajdini ⋅ Claire Jie Zhang ⋅ Jamie Morgenstern
Open Problems in LLM Self-Prediction
Lydia Nottingham ⋅ Giovanni M Occhipinti ⋅ Andrew Tran
Training LLMs to Verbalize Evaluation Awareness
Usman Anwar ⋅ Sahar Abdelnabi ⋅ David Krueger
An Investigation of Model Coherence: Narrow Finetunes Contradict Themselves Under Resampling
Robert Graham ⋅ Yariv Barsheshat ⋅ Phil Blandfort ⋅ Sabri K. Alouache
Evaluating the False Trust Engendered by LLM Explanations
Vardhan Palod ⋅ Upasana Biswas ⋅ Subbarao Kambhampati
Jailbreaks Live in Persona Space
Dominic Bazina-Grolinger ⋅ Viktor Moskvoretskii ⋅ Robert West
The AI Sedition Acts: Sabotage-by-Omission in LLM Briefing Pipelines
Advik Talasila ⋅ Vishwesh Chinthukumar ⋅ Dennis Andelman ⋅ Calvin Supasanya ⋅ Glenn Matlin
Helpful Allies, Better Liars: RL-Trained Agents Meet Human Social Deduction Experts
Yannik Keller ⋅ Levin Brinkmann ⋅ Thomas F Eisenmann ⋅ Iyad Rahwan
Fairness-Aware Test-Time Prompt Tuning
Yoann Launay ⋅ Parameswaran Kamalaruban ⋅ Tom Kempton ⋅ Stuart Burrell ⋅ David Sutton
Scalable Search Heuristics for Inoculation Prompting
Avyukth Nilajagi ⋅ Xinyue Liu ⋅ Nikhil Maturi ⋅ Bhiman K Baghel
Contamination Resistance in Multi-Agent LLM Systems: The Role of Decision Authority
Rishi Dommeti ⋅ Hanish Mamidi ⋅ Arnav Gupta ⋅ Kaylin Sheng ⋅ Ruizhe Li ⋅ Tony Hong
Aligning Judge Models to Be Logically Consistent Multi-rule Interpreters
Michel Liao ⋅ Nimra Nadeem ⋅ Luxi (Lucy) He ⋅ Peter Henderson
Analyzing The Changes of AI Safety Language Across 4 Frontier Labs
Yejin Kim ⋅ Rachita Mehta ⋅ Sakshi Chaubey ⋅ Lisa Villeneuve ⋅ Caitlin L Mah
Can We Trust Evaluation-Awareness Probes? Stress-Testing Activation-Based Diagnostics with Paired Conversations
Neev Grover ⋅ Apurva Reddy ⋅ Arya Kumar ⋅ Thomas Jiralerspong ⋅ Maheep Chaudhary
Advancing Subseasonal Forecasting with Machine Learning
Hannah Guan ⋅ Soukayna Mouatadid ⋅ Paulo Orenstein ⋅ Judah Cohen ⋅ Haiyu Dong ⋅ Zekun Ni ⋅ Genevieve Flaspohler ⋅ Alex X Lu ⋅ Jonathan Weyn ⋅ Lester Mackey
Are models getting more fair and less biased?
Viktoria Silke Sofia Strandbygaard ⋅ Anders Søgaard
Where Evaluators Agree: Quality-Dependent Agreement in Text-to-Image Reward Optimization
Chiho Song ⋅ Jongbin Won ⋅ Yeonsung Kim ⋅ Jay Yoon Lee
You Can't Escape Your Own Activations : Evaluation Awareness, and Multi-Agent Monitoring
ARITRA DAS ⋅ Jaee Ponde ⋅ Mihir More ⋅ Debayan Gupta
Three Domains, One Direction: Reasoning-Calibration Steering Transfers Across Domains
Yung-Hsuan Yang ⋅ Wenyu Wang ⋅ Justin Tandon ⋅ Akhilesh Bitla ⋅ Kevin Zhu ⋅ Madhur Panwar ⋅ Anusha Mujumdar
Carryover Harm in Conversational AI: Context-Induced Persistence Across Turns, Sessions, and Stored Memory
Eugenia Kim ⋅ Riccardo Fogliato ⋅ Nil-Jana Akpinar ⋅ Xiawei Wang ⋅ Abhinav Palia
Stubborn or Sycophantic? Auditing What Sycophancy Evaluations Measure
Daniel H Zhang ⋅ Ashton Chew ⋅ Ryan Soe ⋅ Ahmed Taha ⋅ Ruizhe Li ⋅ Aditya Shah ⋅ Maheep Chaudhary
Rethinking Fair Anomaly Detection via Representation Learning
Lecheng Zheng ⋅ Ziwei Wu ⋅ Yuancheng Yu ⋅ Ruizhong Qiu ⋅ John Birge ⋅ Jingrui He
Forecasting Food Crisis with High Frequency Household Surveys: A Bayesian-Neural Approach
William Ogallo ⋅ Kevin Mo ⋅ Duccio Piovani ⋅ John Wamburu ⋅ Anthony Gyan ⋅ Henok Kebede ⋅ Rouslan Solomakhin ⋅ alice giorgio ⋅ Aaron Bell ⋅ Grey Nearing ⋅ Philip Nelson ⋅ Milind Tambe ⋅ Aisha Walcott-Bryant
Epsilon-Nash Equilibria in History-Dependent SA-MDPs
Brandon Kaplowitz ⋅ Dominik B Zurcher ⋅ Akash Agrawal ⋅ Tala Jafari ⋅ Christian Schroeder de Witt ⋅ Paul W Goldberg
Multimodal Poverty Mapping and Geographic Transfer Allocation
Woojin Jung ⋅ Andrew H Kim ⋅ Arunesh Sinha ⋅ Saeed Ghadimi ⋅ Vatsal Shah ⋅ Krittika Garg ⋅ Tawfiq Ammari
When Feedback Becomes a Backdoor: Tracing Backdoor Skill Formation in Text-Space Optimization
Louise N Koh ⋅ Yaechan Lee ⋅ Myeongjong Lee ⋅ Doyeon Kim ⋅ Juyoung Park ⋅ SEUNGGYU KIM ⋅ Inseo Kim ⋅ Chaerin Jung ⋅ Hyogon Ryu
Portable Causal Fairness Across Synthetic Data Generator Families
Steven Golob ⋅ Sikha Pentyala ⋅ Martine De Cock
Do Deepfake Heatmaps Identify Image Changes? Evaluating B-cos and Post-hoc Explanations
Tilo Schütz ⋅ Toby Fuchs ⋅ Kai Reffert ⋅ Linus Neumann ⋅ Nils Becker ⋅ Robin-Kiara Braun ⋅ Margret Keuper ⋅ Steffen Jung
Advising or Convincing? Language Models Covertly Steer Advice Toward Their Own Opinions
Rohan N Pradhan ⋅ Michael Fore ⋅ Adam Weinberger ⋅ Adam Y Wells ⋅ Steve Goley
Guardrailing in Context: How Agentic Behavior with Policy Design Protects Users in Context
Roya Pakzad ⋅ Daniel Nissani ⋅ Lauren B Mushro ⋅ Claudia Flores-Saviaga ⋅ Tanas Kazlas
How Reliable Are Deletion and Retention Audits for Cumulative EHR Risk Models?
Iris Szu-Szu Ho ⋅ Bruce Guthrie ⋅ Konrad Rawlik ⋅ Sohan Seth
Mapping Collective Imaginaries of AI Risk: Expert Elicitation, Causal Modeling and LLM-Assisted Coding
Anshikha Kumar ⋅ Afifah Kashif ⋅ Jacob Haimes ⋅ Swaptik Chowdhury
One Carrier Isn't Enough: Redundancy-Aware Concept Suppression in Diffusion Transformers
Amna Jamal ⋅ Rajendran R Narender ⋅ Samina Ali ⋅ Tarun C Nagaraju ⋅ Kevin Zhu ⋅ Antonio Mari
AIReg-Bench: Benchmarking Language Models That Assess AI Regulation Compliance
Bill Marino ⋅ Rosco Hunter ⋅ Christoph Schnabl ⋅ Zubair Jamali ⋅ Marinos E Kalpakos ⋅ Mudra Kashyap ⋅ Isaiah Hinton ⋅ Alexa Hanson ⋅ Maahum Nazir ⋅ Felix Steffek ⋅ Hongkai Wen ⋅ Nicholas Lane
Capability-Based Planning for AI Crisis Preparedness
Isaak A Mengesha ⋅ Charlie E Collins ⋅ Juan F Uribe
Concept Bottleneck Models in the Wild: Assessing Interpretability under Image Corruptions
Kexin Zhang ⋅ Katharina Prasse ⋅ Mishal Fatima ⋅ Margret Keuper
Graph or Sequence? Understanding Structural Explanations in Chemical Language Models
Shubham Dokania ⋅ Anna Karnysheva ⋅ Dietrich Klakow ⋅ Philipp Slusallek
Geometric Trust: Hidden-State Geometry for Post-Deployment Trust Estimation in Instruction-Tuned LLM Classifiers
Farnoosh Ghadiri ⋅ Davide Pulizzotto ⋅ Frédéric Dupont-Marillia ⋅ Manuel Morales
Position: AI-Assisted Peer Review Should Be Designed for Interdisciplinary Evaluation
Emma Cabale ⋅ Philippe Beraud ⋅ Philippe Limantour
T-STAG: Training-Free Adversarial Defense for Temporal Graph Networks via Latent-Driven Surprise
Atharv Gupta ⋅ Jaikaran Singh ⋅ Akshat Jindal ⋅ Tanvi Sharma
UniSAFE: A Comprehensive Benchmark for Safety Evaluation of Unified Multimodal Models
Segyu Lee ⋅ Boryeong Cho ⋅ Hojung Jung ⋅ Seokhyun An ⋅ Juhyeong Kim ⋅ Jaehyun Kwak ⋅ Yongjin Yang ⋅ Sangwon Jang ⋅ Youngrok Park ⋅ wonjun chang ⋅ Se-Young Yun
Refundable Deposits: How to Restore Cooperation in Finitely Repeated Games
Giulio Salizzoni ⋅ Maryam Kamgarpour ⋅ Domenico Mergoni ⋅ Edward Plumb ⋅ Galit Ashkenazi-Golan
FT-SHIFT: Benchmarking Financial-Hardship Prediction Across Health Systems
Tram Nguyen ⋅ Mariana M Perez ⋅ Jordan Jones ⋅ Aisha Mohammadzai ⋅ Excel Widjaja
CareQueue: Reinforcement Learning Methods for Intelligent Patient Prioritization
Ayush Jain ⋅ Julia Kryłowicz ⋅ Beloslava Malakova ⋅ Anusha Asthana
A Counterfactual Graph Approach to Oppositional Narrative Analysis
Diego Revilla Rubiera ⋅ Martin Fernandez-de-Retana ⋅ Lingfeng Chen ⋅ Aritz Bilbao-Jayo ⋅ Miguel Fernandez-de-Retana
Whose Ground Truth? Embracing Ambiguity in Human-Centered AI
Jingyao Wu ⋅ Mohammad Tariqul Islam ⋅ Per R Nagbøl ⋅ Julie Gerlings ⋅ Giovanni Leoni ⋅ Georgiana Fryza ⋅ Lars P Thomsen ⋅ Jakob T Mainz
Beyond Drift Detection: Deployment Monitoring for Selective Prediction
Johannes A Gaus ⋅ Yaroslava Nalivayko ⋅ Isabell Wochner ⋅ Winfried Ilg ⋅ Daniel Haeufle
Guardrail erosion in domain fine-tuned large language models: A paired audit of knowledge-centric abstention in biomedical LLMs
Stephen Peng ⋅ Vineet J Nair ⋅ Noah Broestl ⋅ Anne F Kleppe ⋅ Steven Mills ⋅ Adi Zolotov
SAJE: Turning Model Specifications Against the Model
Nirav Diwan ⋅ Xiangwen Wang ⋅ Varun Chandrasekaran ⋅ Gang Wang
The Normalization of Deviance in AI Development
Emilio Barkett ⋅ Alexander Kimpton ⋅ Daniel Graham ⋅ Yusuf Kundgol
When Verification Becomes a Training Signal: Reward-Hacking Propagation in Multi-Agent Systems
Rishikesh K Muralimohan ⋅ Yash A Patil ⋅ Vatsal Desai ⋅ Cuong H Nguyen ⋅ Diksha Shrivastava
Be Cautious when Blaming Persuaders: LLM Committees Reach Defensible Targets on Their Own
Paulina Tomaszewska ⋅ David Williams-King ⋅ Christian Schroeder de Witt ⋅ Sahar Abdelnabi
READER: Reasoning-Enhanced AI-Generated Text Detection
Kai Ye ⋅ Pingfan Su ⋅ Shijin Gong ⋅ Erhan Xu ⋅ Jin Zhu ⋅ Giulia Livieri ⋅ Chengchun Shi
Measuring Risk, Not Harm: Detecting Psychological Harm Risk Factors in LLM Conversations
Nil-Jana Akpinar ⋅ Eugenia Kim ⋅ Natalie Isak ⋅ Amanda Minnich ⋅ Victoria Westerhoff ⋅ Matthew Dressman
Measuring downstream effects of AI-mediated communication
Mike Miroslav Wharton ⋅ Christopher Summerfield ⋅ Christian Schroeder de Witt
Evaluating Context-Window Harnesses for CBRNE Safety
Nathan Nguyen ⋅ Nicholas Kim ⋅ Abhitha Vegi ⋅ Arko Samad ⋅ Suvajit Majumder
Can CaMeLs Talk? Securing Multi-Agent Systems Against Indirect Prompt Injection Attacks
James Peters-Gill ⋅ Avi Semler ⋅ Henning Bartsch ⋅ I Shumailov ⋅ Christian Schroeder de Witt
Learning Steganography Is Easy, Learning Steganographic Reasoning Is Hard
Julian Schulz ⋅ Lukas Fülle ⋅ Rieke Fruengel
BlackLight: Differential Testing on Inference-Time Deep Learning Systems
Xiaokai Liu ⋅ Qitao Tan ⋅ Timothy Minning ⋅ Geng Yuan ⋅ Zhen Xiang ⋅ WenZhan Song ⋅ Le Guan
Objection Without Action: Conversational Dark Patterns in AI-Mediated Commerce
Francesco Salvi ⋅ Alejandro Cuevas ⋅ Renata Barreto ⋅ Yiming Wang ⋅ Markelle Roesti ⋅ Mohammad Tahaei ⋅ Manoel Ribeiro
Runtime Verification of Large Language Model Agents Under Temporal Input/Output Logic
Abhishek N Kulkarni ⋅ Bastien Bernath ⋅ Anuj Tambwekar ⋅ Vele Tosevski ⋅ Aditya Karan ⋅ Leif Hancox-Li ⋅ Tim G. J. Rudner
Detecting Multi-Agent Collusion Through Multi-Agent Interpretabilitiy
Aaron Rose ⋅ Carissa Cullen ⋅ Sahar Abdelnabi ⋅ Philip Torr ⋅ Brandon Kaplowitz ⋅ Christian Schroeder de Witt
MTMA: Multi-Turn RL for Long-Horizon Moral Alignment
Zihe Liu ⋅ Dan Le ⋅ Elizaveta Tennant
Stress-Testing RL-based Capability Elicitation with Randomized Underperformance
Nina Żukowska ⋅ Eduard Hübner ⋅ Alexander Panfilov ⋅ Joschka Braun
Shutdownable Agents through Length-Neutral Policy Optimization
Alec Harris ⋅ Leo Richter ⋅ Elliott Thornley
Differential Privacy harms Neural Collapse
Lila Hammache ⋅ David A. R. Robin ⋅ Edwige Cyffers
Polistemics: Evaluating LLMs as Information Mediators in Politics & Elections
Baran Peters ⋅ Gabor Hollbeck ⋅ Robert Jakob ⋅ Kevin OSullivan
Cooperative Words, Selfish Actions: How Strategic Optimization Shapes LLMs' Interaction With Humans
Yaomin Jiang ⋅ Yannik Keller ⋅ Levin Brinkmann ⋅ Tobias Werner ⋅ Seyed Ali Alhosseini ⋅ Michiel Bakker ⋅ Jean-François Bonnefon ⋅ Iyad Rahwan
Wildfire Danger Prediction as a Positive–Unlabeled Learning Task
Eleni Saka ⋅ Ioannis Prapas ⋅ Ioannis Papoutsis
Mapping Human Anti-collusion Mechanisms to Multi-agent AI Systems
Jamiu Idowu ⋅ Ahmed S Almasoud ⋅ Ayman Alfahid
A Retrieval-Generation Analysis of Corpus Poisoning in RAG Code Assistants
Deepthi Peter ⋅ Giulio Zizzo ⋅ Sergio Maffeis
BASIS: Batchwise Advantage Estimation from Single-Rollout Information Sharing for LLM Reasoning
Kai Ye ⋅ Shijin Gong ⋅ Erhan Xu ⋅ Francesco Quinzan ⋅ Giulia Livieri ⋅ Chengchun Shi
Certified Rank-Stability: Risk-Controlling Leaderboard Claims Under Distribution Shift
ADITYA UPADHYAY ⋅ ARPAN VERMA ⋅ Dev Utkarsh Pal ⋅ Chandan Sah ⋅ Harshit Gupta
Detecting Gender-Motivated Hate Speech Across Domains with Contrastive Error Steering
Beyzanur Zeybek ⋅ Mehmet C Baytekin ⋅ Çağrı Toraman
MASK-OFF: Evaluating LLMs for Omission of Material Fact
Antyabha Rahman ⋅ Justin Moeljono
ARA: Agentic Reproducibility Assessment For Scalable Support Of Scientific Peer-Review
Kevin Riehl ⋅ Andres L Marin ⋅ Nikiforos Zacharof ⋅ Fan Wu ⋅ Patrick Langer ⋅ Robert Jakob ⋅ Anastasios Kouvelas ⋅ Georgios Fontaras ⋅ Michail A Makridis
Benchmarking Exploration Hacking Propensity in Frontier LLMs
Eduard Hübner ⋅ Nina Żukowska ⋅ Alexander Panfilov ⋅ Joschka Braun
CoBe: Counterfactual Benchmark for Text Editing
Arvind Raghavan ⋅ Inwoo Hwang ⋅ Shreyas Havaldar ⋅ Kai-Zhan Lee ⋅ Aurghya Maiti ⋅ Yushu Pan ⋅ Jeffrey Wu ⋅ Mingxuan Li ⋅ Elias Bareinboim
Contrastive Representation Learning for Robust Concept Erasure in Diffusion Models
Samuel Simko ⋅ Rishit Dagli ⋅ Bernhard Schölkopf
Performative Privacy: When Differential Privacy Maximizes Utility
Uddalak Mukherjee ⋅ Edwige Cyffers ⋅ Yann Chevaleyre
Rational Clarification by Assistive Agents via Value-of-Information Reasoning
T. Duy Nguyen-Hien ⋅ Yee Whye Teh ⋅ Wee Sun Lee ⋅ Tan Zhi-Xuan