Multi-Agent Systems

PsySafe: A Comprehensive Framework for Psychological-based Attack, Defense, and Evaluation of Multi-agent System Safety ACL 2024 QuBE: Question-based Belief Enhancement for Agentic LLM Reasoning EMNLP 2024 Randomized Exploration in Cooperative Multi-Agent Reinforcement Learning NeurIPS 2024 Reciprocal Reward Influence Encourages Cooperation From Self-Interested Agents NeurIPS 2024 Recommender Ecosystems: A Mechanism Design Perspective on Holistic Modeling and Optimization AAAI 2024 Refined Characterizations of Approval-Based Committee Scoring Rules AAAI 2024 Rethinking Inverse Reinforcement Learning: from Data Alignment to Task Alignment NeurIPS 2024 RGMDT: Return-Gap-Minimizing Decision Tree Extraction in Non-Euclidean Metric Space NeurIPS 2024 RL-GPT: Integrating Reinforcement Learning and Code-as-policy NeurIPS 2024 Sample Complexity of Posted Pricing for a Single Item NeurIPS 2024 Shall We Team Up: Exploring Spontaneous Cooperation of Competing LLM Agents EMNLP 2024 Solving Zero-Sum Markov Games with Continuous State via Spectral Dynamic Embedding NeurIPS 2024 SPARKLE: A Unified Single-Loop Primal-Dual Framework for Decentralized Bilevel Optimization NeurIPS 2024 Stability in Online Coalition Formation AAAI 2024 Stability of Multi-Agent Learning in Competitive Networks: Delaying the Onset of Chaos AAAI 2024 Strategic Usage in a Multi-Learner Setting AISTATS 2024 Strategyproof Mechanisms for Group-Fair Obnoxious Facility Location Problems AAAI 2024 SWAG: Storytelling With Action Guidance EMNLP 2024 Systematic Biases in LLM Simulations of Debates EMNLP 2024 T2MAC: Targeted and Trusted Multi-Agent Communication through Selective Engagement and Evidence-Driven Integration AAAI 2024 TAPE: Leveraging Agent Topology for Cooperative Multi-Agent Policy Gradient AAAI 2024 The Dormant Neuron Phenomenon in Multi-Agent Reinforcement Learning Value Factorization NeurIPS 2024 The Emergence of Compositional Languages in Multi-entity Referential Games: from Image to Graph Representations EMNLP 2024 Towards a More Burkean Approach to Computational Social Choice AAAI 2024 Towards Objectively Benchmarking Social Intelligence of Language Agents at the Action Level ACL 2024