Applications

Policy-Regret Minimization in Markov Games with Function Approximation ICML 2025 Position: Constants are Critical in Regret Bounds for Reinforcement Learning ICML 2025 Position: Lifetime tuning is incompatible with continual reinforcement learning ICML 2025 Prediction-Aware Learning in Multi-Agent Systems ICML 2025 Predictive Red Teaming: Breaking Policies Without Breaking Robots CoRL 2025 Preference-CFR: Beyond Nash Equilibrium for Better Game Strategies ICML 2025 Principal-Agent Bandit Games with Self-Interested and Exploratory Learning Agents ICML 2025 Principled Penalty-based Methods for Bilevel Reinforcement Learning and RLHF JMLR 2025 Prior Does Matter: Visual Navigation via Denoising Diffusion Bridge Models CVPR 2025 Prompting with the Future: Open-World Model Predictive Control with Interactive Digital Twins RSS 2025 Provably Efficient RL for Linear MDPs under Instantaneous Safety Constraints in Non-Convex Feature Spaces ICML 2025 QuantAgents: Towards Multi-agent Financial System via Simulated Trading EMNLP 2025 Quantifying the Self-Interest Level of Markov Social Dilemmas IJCAI 2025 RAGNet: Large-scale Reasoning-based Affordance Segmentation Benchmark towards General Grasping ICCV 2025 Random Policy Evaluation Uncovers Policies of Generative Flow Networks ICML 2025 Rank-One Modified Value Iteration ICML 2025 RAPID: Robust and Agile Planner Using Inverse Reinforcement Learning for Vision-Based Drone Navigation RSS 2025 RAT: Adversarial Attacks on Deep Reinforcement Agents for Targeted Behaviors AAAI 2025 Reactive Diffusion Policy: Slow-Fast Visual-Tactile Policy Learning for Contact-Rich Manipulation RSS 2025 Realizable Continuous-Space Shields for Safe Reinforcement Learning L4DC 2025 Real-Time Recurrent Reinforcement Learning AAAI 2025 Reasoning in Visual Navigation of End-to-end Trained Agents: A Dynamical Systems Approach CVPR 2025 Reducing AUV Energy Consumption Through Dynamic Sensor Directions Switching via Deep Reinforcement Learning AAAI 2025 Regret Analysis of Multi-task Representation Learning for Linear-Quadratic Adaptive Control AAAI 2025 Reinforcement Learning Control of a Physical Robot Device for Assisted Human Walking without a Simulator ICML 2025