ICML 2025 Workshop MoFA Submissions

Mimicking Human Intuition: Cognitive Belief-Driven Reinforcement Learning
Xingrui Gu, Guanren Qiao, Chuyi Jiang
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
ReDit: Reward Dithering for Improved LLM Policy Optimization
Chenxing Wei, Jiarui Yu, Ying Tiffany He, Hande Dong, Yao Shu, Fei Yu
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
Unanchoring the Mind: DAE-Guided Counterfactual Reasoning for Rare Disease Diagnosis
Yuting Yan, Yinghao Fu, Wendi Ren, Shuang Li
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
Robust Reinforcement Learning from Human Feedback for Large Language Models Fine-Tuning
Kai Ye, Hongyi Zhou, Jin Zhu, Francesco Quinzan, Chengchun Shi
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
Mitigating Fine-tuning Risks in LLMs via Safety-Aware Probing Optimization
Chengcan Wu, Zhixin Zhang, Zeming Wei, Yihao Zhang, Meng Sun
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
Vertical Moral Growth: A Novel Developmental Framework for Human Feedback Quality in AI Alignment
Taichiro Endo
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
Alignment as Distribution Learning: Your Preference Model is Explicitly a Language Model
Jihun Yun, Juno Kim, Jongho Park, Junhyuck Kim, Jongha Jon Ryu, Jaewoong Cho, Kwang-Sung Jun
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
BiasLab: Toward Explainable Political Bias Detection with Dual-Axis Human Annotations and Rationale Indicators
KMA SOLAIMAN
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
Dynamic Guardian Models: Realtime Content Moderation With User-Defined Policies
Monte Hoover, Vatsal Baherwani, Neel Jain, Khalid Saifullah, Joseph James Vincent, Chirag Jain, Melissa Kazemi Rad, C. Bayan Bruss, Ashwinee Panda, Tom Goldstein
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
FSPO: Few-Shot Preference Optimization of Synthetic Preference Data Elicits LLM Personalization to Real Users
Anikait Singh, Sheryl Hsu, Kyle Hsu, Eric Mitchell, Stefano Ermon, Tatsunori Hashimoto, Archit Sharma, Chelsea Finn
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
Robust Multi-Objective Controlled Decoding of Large Language Models
Seongho Son, William Bankes, Sangwoong Yoon, Shyam Sundhar Ramesh, Xiaohang Tang, Ilija Bogunovic
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
LoRe: Personalizing LLMs via Low-Rank Reward Modeling
Avinandan Bose, Zhihan Xiong, Yuejie Chi, Simon Shaolei Du, Lin Xiao, Maryam Fazel
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
Cultivating Pluralism In Algorithmic Monoculture: The Community Alignment Dataset
Lily H Zhang, Smitha Milli, Karen Long Jusko, Jonathan Smith, Brandon Amos, Wassim Bouaziz, Jack Kussman, Manon Revel, Lisa Titus, Bhaktipriya Radharapu, Jane Yu, Vidya Sarma, Kristopher Rose, Maximilian Nickel
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Oral
- Readers: Everyone
Reasoning Isn't Enough: Examining Truth-Bias and Sycophancy in LLMs
Emilio Barkett, Olivia Long, Madhavendra Thakur
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
Few-shot Steerable Alignment: Adapting Rewards and LLM Policies with Neural Processes
Kasia Kobalczyk, Claudio Fanconi, Hao Sun, Mihaela van der Schaar
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Oral
- Readers: Everyone
EconEvals: Benchmarks and Litmus Tests for LLM Agents in Unknown Environments
Sara Fish, Julia Shephard, Minkai Li, Ran I Shorrer, Yannai A. Gonczarowski
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
Language Model Personalization via Reward Factorization
Idan Shenfeld, Felix Faltings, Pulkit Agrawal, Aldo Pacchiano
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone
Empirical Studies on the Limitations of Direct Preference Optimization, and a Possible Quick Fix
Jiarui Yao, Yong Lin, Tong Zhang
- Published: 10 Jun 2025, Last Modified: 30 Jun 2025
- MoFA Poster
- Readers: Everyone