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Poster
Optimistic Critic Reconstruction and Constrained Fine-Tuning for General Offline-to-Online RL
Qin-Wen Luo · Ming-Kun Xie · Yewen Wang · Sheng-Jun Huang
Workshop
iART - Imitation guided Automated Red Teaming
Sajad Mousavi · Desik Rengarajan · Ashwin Ramesh Babu · Vineet Gundecha · Avisek Naug · Sahand Ghorbanpour · Ricardo Luna Gutierrez · Antonio Guillen-Perez · Paolo Faraboschi · Soumyendu Sarkar
Workshop
Sun 10:45 Contributed Talk 1: iART - Imitation guided Automated Red Teaming
Sajad Mousavi · Desik Rengarajan · Ashwin Ramesh Babu · Vineet Gundecha · Avisek Naug · Sahand Ghorbanpour · Ricardo Luna Gutierrez · Antonio Guillen-Perez · Paolo Faraboschi · Soumyendu Sarkar
Workshop
VinePPO: Accurate Credit Assignment in RL for LLM Mathematical Reasoning
Amirhossein Kazemnejad · Milad Aghajohari · Eva Portelance · Alessandro Sordoni · Siva Reddy · Aaron Courville · Nicolas Le Roux
Poster
Wed 11:00 SustainDC: Benchmarking for Sustainable Data Center Control
Avisek Naug · Antonio Guillen-Perez · Ricardo Luna Gutierrez · Vineet Gundecha · Cullen Bash · Sahand Ghorbanpour · Sajad Mousavi · Ashwin Ramesh Babu · Dejan Markovikj · Lekhapriya Dheeraj Kashyap · Desik Rengarajan · Soumyendu Sarkar
Workshop
Crystal Design Amidst Noisy DFT Signals: A Reinforcement Learning Approach
Prashant Govindarajan · Mathieu Reymond · Santiago Miret · Mariano Phielipp · Sarath Chandar
Poster
Thu 11:00 Reinforcement Learning with LTL and ω-Regular Objectives via Optimality-Preserving Translation to Average Rewards
Xuan Bach Le · Dominik Wagner · Leon Witzman · Alexander Rabinovich · Luke Ong
Poster
Wed 11:00 Offline Multitask Representation Learning for Reinforcement Learning
Haque Ishfaq · Thanh Nguyen-Tang · Songtao Feng · Raman Arora · Mengdi Wang · Ming Yin · Doina Precup
Workshop
ENHANCING DATA EFFICIENCY IN REINFORCEMENT LEARNING: A NOVEL IMAGINATION MECHANISM BASED ON MESH INFORMATION PROPAGATION
Zihang Wang · Maowei Jiang · Pengyu Zeng · ruiqi li · Quangao Liu · Peter Búš
Poster
Thu 16:30 OmniJARVIS: Unified Vision-Language-Action Tokenization Enables Open-World Instruction Following Agents
Zihao Wang · Shaofei Cai · Zhancun Mu · Haowei Lin · Ceyao Zhang · Xuejie Liu · Qing Li · Anji Liu · Xiaojian (Shawn) Ma · Yitao Liang
Workshop
Honesty to Subterfuge: In-Context Reinforcement Learning Can Make Honest Models Reward Hack
Leo McKee-Reid · Joe Needham · Maria Martinez · Christoph Sträter · Mikita Balesni
Workshop
Learning to Bridge the Gap: Efficient Novelty Recovery with Planning and Reinforcement Learning
Alicia Li · Nishanth Kumar · Tomás Lozano-Pérez · Leslie Kaelbling