Deep RL

InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model ACL 2025 IntersectionZoo: Eco-driving for Benchmarking Multi-Agent Contextual Reinforcement Learning ICLR 2025 Inverse Reinforcement Learning by Estimating Expertise of Demonstrators AAAI 2025 Is a Good Foundation Necessary for Efficient Reinforcement Learning? The Computational Role of the Base Model in Exploration COLT 2025 Iterative Monte Carlo Tree Search for Neural Architecture Search AutoML 2025 JARVIS-VLA: Post-Training Large-Scale Vision Language Models to Play Visual Games with Keyboards and Mouse ACL 2025 KEA: Keeping Exploration Alive by Proactively Coordinating Exploration Strategies ICML 2025 KIPPO: Koopman-Inspired Proximal Policy Optimization IJCAI 2025 Langevin Soft Actor-Critic: Efficient Exploration through Uncertainty-Driven Critic Learning ICLR 2025 LARM: Large Auto-Regressive Model for Long-Horizon Embodied Intelligence ICML 2025 Latent Reward: LLM-Empowered Credit Assignment in Episodic Reinforcement Learning AAAI 2025 LBI-FL: Low-Bit Integerized Federated Learning with Temporally Dynamic Bit-Width Allocation ICML 2025 Learning from Suboptimal Data in Continuous Control via Auto-Regressive Soft Q-Network ICML 2025 Learning Fused State Representations for Control from Multi-View Observations ICML 2025 Learning Getting-Up Policies for Real-World Humanoid Robots RSS 2025 Learning Joint Behaviors with Large Variations AAAI 2025 Learning mirror maps in policy mirror descent ICLR 2025 Learning to Explain: Towards Human-Aligned Explainability in Deep Reinforcement Learning via Attention Guidance IJCAI 2025 Legal Mathematical Reasoning with LLMs: Procedural Alignment through Two-Stage Reinforcement Learning EMNLP 2025 Let’s Reason Formally: Natural-Formal Hybrid Reasoning Enhances LLM’s Math Capability EMNLP 2025 Leveraging LLM-based sentiment analysis for portfolio optimization with proximal policy optimization ACL 2025 Leveraging Skills from Unlabeled Prior Data for Efficient Online Exploration ICML 2025 LineFlow: A Framework to Learn Active Control of Production Lines ICML 2025 LipsNet++: Unifying Filter and Controller into a Policy Network ICML 2025 LiteSearch: Efficient Tree Search with Dynamic Exploration Budget for Math Reasoning AAAI 2025