Multi-Agent Systems

Trial and Error: Exploration-Based Trajectory Optimization of LLM Agents ACL 2024 Understanding Model Selection for Learning in Strategic Environments NeurIPS 2024 UNEX-RL: Reinforcing Long-Term Rewards in Multi-Stage Recommender Systems with UNidirectional EXecution AAAI 2024 Uni-Med: A Unified Medical Generalist Foundation Model For Multi-Task Learning Via Connector-MoE NeurIPS 2024 Who’s Gaming the System? A Causally-Motivated Approach for Detecting Strategic Adaptation NeurIPS 2024 ‘Why Didn’t You Allocate This Task to Them?’ Negotiation-Aware Task Allocation and Contrastive Explanation Generation AAAI 2024 Would You Like Your Data to Be Trained? A User Controllable Recommendation Framework AAAI 2024 ZSC-Eval: An Evaluation Toolkit and Benchmark for Multi-agent Zero-shot Coordination NeurIPS 2024 An Adaptive Entropy-Regularization Framework for Multi-Agent Reinforcement Learning ICML 2023 A Reduction-based Framework for Sequential Decision Making with Delayed Feedback NeurIPS 2023 Attention-Based Recurrence for Multi-Agent Reinforcement Learning under Stochastic Partial Observability ICML 2023 A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning JMLR 2023 Behavior Estimation from Multi-Source Data for Offline Reinforcement Learning AAAI 2023 Best Arm Identification in Multi-Agent Multi-Armed Bandits ICML 2023 Bidding Graph Games with Partially-Observable Budgets AAAI 2023 Byzantine-Robust Online and Offline Distributed Reinforcement Learning AISTATS 2023 Can Reinforcement Learning Find Stackelberg-Nash Equilibria in General-Sum Markov Games with Myopically Rational Followers? JMLR 2023 Causal Strategic Classification: A Tale of Two Shifts ICML 2023 Combinatorial Group Testing with Selfish Agents NeurIPS 2023 Combining Parameter-efficient Modules for Task-level Generalisation EACL 2023 Controlling Type Confounding in Ad Hoc Teamwork with Instance-wise Teammate Feedback Rectification ICML 2023 Cooperative Multi-Agent Learning in a Complex World: Challenges and Solutions AAAI 2023 Cooperative Multi-Agent Reinforcement Learning: Asynchronous Communication and Linear Function Approximation ICML 2023 Decentralized Robust V-learning for Solving Markov Games with Model Uncertainty JMLR 2023 DeCOM: Decomposed Policy for Constrained Cooperative Multi-Agent Reinforcement Learning AAAI 2023