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Methodology
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Artificial Intelligence
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Multi-Agent Systems
3306 directly classified papers
Papers per year
2003: 3
2005: 4
2006: 6
2007: 10
2008: 10
2009: 11
2010: 8
2011: 12
2012: 11
2013: 25
2014: 18
2015: 19
2016: 25
2017: 96
2018: 117
2019: 248
2020: 262
2021: 315
2022: 287
2023: 339
2024: 453
2025: 737
2026: 290
Papers
ProST: Progressive Sub-task Training for Pareto-Optimal Multi-agent Systems Using Small Language Models
AACL 2025
Rethinking Information Synthesis in Multimodal Question Answering A Multi-Agent Perspective
AACL 2025
LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents
ICCV 2025
DEIM: DETR with Improved Matching for Fast Convergence
CVPR 2025
HARBOR: Exploring Persona Dynamics in Multi-Agent Competition
AACL 2025
I2VControl: Disentangled and Unified Video Motion Synthesis Control
ICCV 2025
FilmComposer: LLM-Driven Music Production for Silent Film Clips
CVPR 2025
NADER: Neural Architecture Design via Multi-Agent Collaboration
CVPR 2025
MultiHoax: A Dataset of Multi-hop False-premise questions
ACL 2025
ChatMap: Mining Human Thought Processes for Customer Service Chatbots via Multi-Agent Collaboration
ACL 2025
Paid with Models: Optimal Contract Design for Collaborative Machine Learning
AAAI 2025
Chain-of-Query: Unleashing the Power of LLMs in SQL-Aided Table Understanding via Multi-Agent Collaboration
AACL 2025
MAJI: A Multi-Agent Workflow for Augmenting Journalistic Interviews
AACL 2025
Towards Rationality in Language and Multimodal Agents: A Survey
NAACL 2025
ContextAware: A Multi-Agent Framework for Detecting Harmful Image-Based Comments on Social Media
IJCAI 2025
Exploring Multi-Modal Data with Tool-Augmented LLM Agents for Precise Causal Discovery
ACL 2025
Observing Micromotives and Macrobehavior of Large Language Models
AACL 2025
Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration
AAAI 2025
SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search
NAACL 2025
Resonance: Learning to Predict Social-Aware Pedestrian Trajectories as Co-Vibrations
ICCV 2025
Asymptotic Extinction in Large Coordination Games
AAAI 2025
Federated Assemblies
AAAI 2025
A Decoupled Multi-Agent Framework for Complex Text Style Transfer
EMNLP 2025
EventFull: Complete and Consistent Event Relation Annotation
NAACL 2025
Investigating Feasibility of Large Language Model Agent Collaboration in Minecraft and Comparison with Human-Human Collaboration
AACL 2025
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