ICML 2024 Workshop MFHAIA Submissions

Query Design for Crowdsourced Clustering: Effect of Cognitive Overload and Contextual Bias
Yi Chen, Ramya Korlakai Vinayak
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
"You just can’t go around killing people'' Explaining Agent Behavior to a Human Terminator
Uri Menkes, Ofra Amir, Assaf Hallak
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Filtered Direct Preference Optimization
Tetsuro Morimura, Mitsuki Sakamoto, Yuu Jinnai, Kenshi Abe, Kaito Ariu
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Scaling Laws for Reward Model Overoptimization in Direct Alignment Algorithms
Rafael Rafailov, Yaswanth Chittepu, Ryan Park, Harshit Sikchi, Joey Hejna, W. Bradley Knox, Chelsea Finn, Scott Niekum
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Prompt Optimization with Human Feedback
Xiaoqiang Lin, Zhongxiang Dai, Arun Verma, See-Kiong Ng, Patrick Jaillet, Bryan Kian Hsiang Low
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Oral
- Readers: Everyone
Reuse Your Rewards: Reward Model Transfer for Zero-Shot Cross-Lingual Alignment
Zhaofeng Wu, Ananth Balashankar, Yoon Kim, Jacob Eisenstein, Ahmad Beirami
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Models That Prove Their Own Correctness
Noga Amit, Shafi Goldwasser, Orr Paradise, Guy N. Rothblum
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Distributional Preference Alignment of LLMs via Optimal Transport
Igor Melnyk, Youssef Mroueh, Brian Belgodere, Mattia Rigotti, Apoorva Nitsure, Mikhail Yurochkin, Kristjan Greenewald, Jiri Navratil, Jarret Ross
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Uncertainty-aware Preference Alignment in Reinforcement Learning from Human Feedback
Sheng Xu, Bo Yue, Hongyuan Zha, Guiliang Liu
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Language Alignment via Nash-learning and Adaptive feedback
Ari Azarafrooz, Farshid Faal
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Modeling the Plurality of Human Preferences via Ideal Points
Daiwei Chen, Yi Chen, Aniket Rege, Ramya Korlakai Vinayak
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Oral
- Readers: Everyone
Adversarial Multi-dueling Bandits
Pratik Gajane
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Preference Learning Algorithms Do Not Learn Preference Rankings
Angelica Chen, Sadhika Malladi, Lily H Zhang, Xinyi Chen, Qiuyi Zhang, Rajesh Ranganath, Kyunghyun Cho
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Oral
- Readers: Everyone
Bootstrapping Language Models with DPO Implicit Rewards
Changyu Chen, Zichen Liu, Chao Du, Tianyu Pang, Qian Liu, Arunesh Sinha, Pradeep Varakantham, Min Lin
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
REBEL: Reinforcement Learning via Regressing Relative Rewards
Zhaolin Gao, Jonathan Daniel Chang, Wenhao Zhan, Owen Oertell, Gokul Swamy, Kianté Brantley, Thorsten Joachims, J. Andrew Bagnell, Jason D. Lee, Wen Sun
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Stochastic Concept Bottleneck Models
Moritz Vandenhirtz, Sonia Laguna, Ričards Marcinkevičs, Julia E Vogt
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Multi-Agent Imitation Learning: Value is Easy, Regret is Hard
Jingwu Tang, Gokul Swamy, Fei Fang, Steven Wu
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Concept-Based Interpretable Reinforcement Learning with Limited to No Human Labels
Zhuorui Ye, Stephanie Milani, Fei Fang, Geoffrey J. Gordon
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Preference Elicitation for Offline Reinforcement Learning
Alizée Pace, Bernhard Schölkopf, Gunnar Ratsch, Giorgia Ramponi
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
New Desiderata for Direct Preference Optimization
Xiangkun Hu, Tong He, David Wipf
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Cross-Domain Knowledge Transfer for RL via Preference Consistency
Ting-Hsuan Huang, Ping-Chun Hsieh
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Generalizing Offline Alignment Theoretical Paradigm with Diverse Divergence Constraints
Haoyuan Sun, Yuxin Zheng, Yifei Zhao, Yongzhe Chang, Xueqian Wang
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
AI Alignment with Changing and Influenceable Reward Functions
Micah Carroll, Davis Foote, Anand Siththaranjan, Stuart Russell, Anca Dragan
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Oral
- Readers: Everyone
Towards Safe Large Language Models for Medicine
Tessa Han, Aounon Kumar, Chirag Agarwal, Himabindu Lakkaraju
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone
Informed Meta-Learning
Kasia Kobalczyk, Mihaela van der Schaar
- Published: 17 Jun 2024, Last Modified: 02 Jul 2024
- ICML 2024 Workshop MHFAIA Poster
- Readers: Everyone