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Multi-Agent Systems

3306 directly classified papers

Papers per year

Papers

EducationQ: Evaluating LLMs’ Teaching Capabilities Through Multi-Agent Dialogue Framework ACL 2025
Continuously evolving rewards in an open-ended environment JMLR 2025
AttributeForge: An Agentic LLM Framework for Automated Product Schema Modeling EMNLP 2025
Towards Efficient Collaboration via Graph Modeling in Reinforcement Learning AAAI 2025
Debate4MATH: Multi-Agent Debate for Fine-Grained Reasoning in Math ACL 2025
Explanations for Multi-Agent Reinforcement Learning AAAI 2025
1-2-3 Check: Enhancing Contextual Privacy in LLM via Multi-Agent Reasoning ACL 2025
DCHM: Dynamic Collaboration of Heterogeneous Models Through Isomerism Learning in a Blockchain-Powered Federated Learning Framework AAAI 2025
Improving Cooperation in Language Games with Bayesian Inference and the Cognitive Hierarchy AAAI 2025
DSRC: Learning Density-Insensitive and Semantic-Aware Collaborative Representation Against Corruptions AAAI 2025
FedCross: Intertemporal Federated Learning Under Evolutionary Games AAAI 2025
Sequential Decision Making in Stochastic Games with Incomplete Preferences over Temporal Objectives AAAI 2025
CALM: Consensus-Aware Localized Merging for Multi-Task Learning ICML 2025
Enhancing LLM-Based Social Bot via an Adversarial Learning Framework EMNLP 2025
ECLAIR: Enhanced Clarification for Interactive Responses in an Enterprise AI Assistant AAAI 2025
FACT-AUDIT: An Adaptive Multi-Agent Framework for Dynamic Fact-Checking Evaluation of Large Language Models ACL 2025
NewsInterview: a Dataset and a Playground to Evaluate LLMs’ Grounding Gap via Informational Interviews ACL 2025
Exploring Multi-Modal Data with Tool-Augmented LLM Agents for Precise Causal Discovery ACL 2025
Mind the (Belief) Gap: Group Identity in the World of LLMs ACL 2025
CtrlNews: LLM-based Multi-Agent Controllable News Writing via Knowledge Gravitational Field EMNLP 2025
Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks AAAI 2025
Debate-to-Detect: Reformulating Misinformation Detection as a Real-World Debate with Large Language Models EMNLP 2025
MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL COLING 2025
From Capabilities to Performance: Evaluating Key Functional Properties of LLM Architectures in Penetration Testing EMNLP 2025
Computing Game Symmetries and Equilibria That Respect Them AAAI 2025