Deep RL

ERFSL: An Efficient Reward Function Searcher via Large Language Models for Custom-Environment Multi-Objective Reinforcement Learning (Student Abstract) AAAI 2025 ERL-MPP: Evolutionary Reinforcement Learning with Multi-head Puzzle Perception for Solving Large-scale Jigsaw Puzzles of Eroded Gaps AAAI 2025 Evolutionary Reinforcement Learning with Parameterized Action Primitives for Diverse Manipulation Tasks AAAI 2025 Exploration-Driven Generative Interactive Environments CVPR 2025 Exploration-Driven Reinforcement Learning for Expert Routing Improvement in Mixture-of-Experts Language Models EMNLP 2025 Exploring Equity of Climate Policies Using Multi-Agent Multi-Objective Reinforcement Learning IJCAI 2025 Exploring Large Action Sets with Hyperspherical Embeddings using von Mises-Fisher Sampling ICML 2025 Exponential Topology-enabled Scalable Communication in Multi-agent Reinforcement Learning ICLR 2025 exUMI: Extensible Robot Teaching System with Action-aware Task-agnostic Tactile Representation CoRL 2025 FACTR: Force-Attending Curriculum Training for Contact-Rich Policy Learning RSS 2025 Fair Resource Allocation in Weakly Coupled Markov Decision Processes AISTATS 2025 FastCuRL: Curriculum Reinforcement Learning with Stage-wise Context Scaling for Efficient Training R1-like Reasoning Models EMNLP 2025 Faster Machine Translation Ensembling with Reinforcement Learning and Competitive Correction NAACL 2025 FedAA: A Reinforcement Learning Perspective on Adaptive Aggregation for Fair and Robust Federated Learning AAAI 2025 FFCG: Effective and Fast Family Column Generation for Solving Large-Scale Linear Program AAAI 2025 Fixing Distribution Shifts of LLM Self-Critique via On-Policy Self-Play Training ACL 2025 FLAG-TRADER: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading ACL 2025 FlightGPT: Towards Generalizable and Interpretable UAV Vision-and-Language Navigation with Vision-Language Models EMNLP 2025 FloorPlan-LLaMa: Aligning Architects’ Feedback and Domain Knowledge in Architectural Floor Plan Generation ACL 2025 Flow-based Domain Randomization for Learning and Sequencing Robotic Skills ICML 2025 Flow of Reasoning: Training LLMs for Divergent Reasoning with Minimal Examples ICML 2025 FlowPolicy: Enabling Fast and Robust 3D Flow-Based Policy via Consistency Flow Matching for Robot Manipulation AAAI 2025 Forward KL Regularized Preference Optimization for Aligning Diffusion Policies AAAI 2025 From End-to-end to Step-by-step: Learning to Abstract via Abductive Reinforcement Learning IJCAI 2025 From Foresight to Forethought: VLM-In-the-Loop Policy Steering via Latent Alignment RSS 2025