Methods

Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence ICML 2025 Modular Deep Reinforcement Learning for Multi-Workload Offloading in Edge Networks IJCAI 2025 MODULI: Unlocking Preference Generalization via Diffusion Models for Offline Multi-Objective Reinforcement Learning ICML 2025 MOHITO: Multi-Agent Reinforcement Learning using Hypergraphs for Task-Open Systems UAI 2025 MONA: Myopic Optimization with Non-myopic Approval Can Mitigate Multi-step Reward Hacking ICML 2025 Monte-Carlo Tree Search with Uncertainty Propagation via Optimal Transport ICML 2025 Morphologically Symmetric Reinforcement Learning for Ambidextrous Bimanual Manipulation CoRL 2025 MPO: An Efficient Post-Processing Framework for Mixing Diverse Preference Alignment ICML 2025 MrSteve: Instruction-Following Agents in Minecraft with What-Where-When Memory ICLR 2025 Multi-Agent Communication with Information Preserving Graph Contrastive Learning IJCAI 2025 Multi-agent cooperation through learning-aware policy gradients ICLR 2025 Multi-Agent Credit Assignment with Pretrained Language Models AISTATS 2025 Multi Agent Reinforcement Learning for Sequential Satellite Assignment Problems AAAI 2025 Multi-fingered Hand Grasps with Visuo-Tactile Fusion via Multi-Agent Deep Reinforcement Learning AAAI 2025 Multi-granularity Knowledge Transfer for Continual Reinforcement Learning IJCAI 2025 Multi-level Advantage Credit Assignment for Cooperative Multi-Agent Reinforcement Learning AISTATS 2025 Multi-level Certified Defense Against Poisoning Attacks in Offline Reinforcement Learning ICLR 2025 Multi-Loco: Unifying Multi-Embodiment Legged Locomotion via Reinforcement Learning Augmented Diffusion CoRL 2025 Multi-objective Linear Reinforcement Learning with Lexicographic Rewards ICML 2025 Multi Objective Quantile Based Reinforcement Learning for Modern Urban Planning IJCAI 2025 Multiple-policy Evaluation via Density Estimation ICML 2025 Multi-Session Budget Optimization for Forward Auction-based Federated Learning ICML 2025 Multi-Stage Manipulation with Demonstration-Augmented Reward, Policy, and World Model Learning ICML 2025 Multi-Teacher Knowledge Distillation with Reinforcement Learning for Visual Recognition AAAI 2025 Multi-Turn Code Generation Through Single-Step Rewards ICML 2025