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Methodology
← Core AI
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
NG-Router: Graph-Supervised Multi-Agent Collaboration for Nutrition Question Answering
EACL 2026
Navigating the Infinite Dynamic Web Space: Effective In-Context Exploration via Cognitive Multi-Agent Collaboration
EACL 2026
ETOM: A Five-Level Benchmark for Evaluating Tool Orchestration within the MCP Ecosystem
EACL 2026
SMART-Editor: A Multi-Agent Framework for Human-Like Design Editing with Structural Integrity
EACL 2026
Unlocking Dynamic Inter-Client Spatial Dependencies: A Federated Spatio-temporal Graph Learning Method for Traffic Flow Forecasting
AAAI 2026
GLoMOT: Efficient Online GNN-based Low-Frame-Rate Multi-Object Tracker
AAAI 2026
TCoT: Trajectory Chain-of-Thoughts for Robotic Manipulation with Failure Recovery in Vision-Language-Action Model
AAAI 2026
FantasyHSI: Video-Generation-Centric 4D Human Synthesis in Any Scene Through a Graph-Based Multi-Agent Framework
AAAI 2026
A3D: Adaptive Affordance Assembly with Dual-Arm Manipulation
AAAI 2026
When Top-ranked Recommendations Fail: Modeling Multi-Granular Negative Feedback for Explainable and Robust Video Recommendation
AAAI 2026
Robust Decentralized Multi-armed Bandits: From Corruption-Resilience to Byzantine-Resilience
AAAI 2026
Policy Search, Retrieval, and Composition via Task Similarity in Collaborative Agentic Systems
AAAI 2026
Exploiting Geometric Structures for Modeling Multi-Agent Behaviors: A New Thinking
AAAI 2026
M2I2: Learning Efficient Multi-Agent Communication via Masked State Modeling and Intention Inference
AAAI 2026
Conditional Diffusion Model for Multi-Agent Dynamic Task Decomposition
AAAI 2026
Adversarial Attack on Black-Box Multi-Agent by Adaptive Perturbation
AAAI 2026
StyleTailor: Towards Personalized Fashion Styling via Hierarchical Negative Feedback
AAAI 2026
Multi-Agent Corridor Reasoning for Multi-Agent Path Finding
AAAI 2026
HiveMind: Contribution-Guided Online Prompt Optimization of LLM Multi-Agent Systems
AAAI 2026
EcoAgent: An Efficient Device-Cloud Collaborative Multi-Agent Framework for Mobile Automation
AAAI 2026
Vision-Language Reasoning for Geolocalization: A Reinforcement Learning Approach
AAAI 2026
Expert-Inspired Multi-Agent Coordination for Multi-Objective Molecular Optimization
AAAI 2026
VipAct: Visual-Perception Enhancement via Specialized VLM Agent Collaboration and Tool-use
AAAI 2026
Role Perceptual Augmented Temporal Graph Network for Related-party Transaction Detection
AAAI 2026
Diversity Meets Relevancy: Multi-Agent Knowledge Probing for Industry 4.0 Applications
AAAI 2026
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