Key papers

• Tree-of-Debate: Multi-Persona Debate Trees Elicit Critical Thinking for Scientific Comparative Analysis (2025)
  Priyanka Kargupta et al.
  3.81
• Towards Efficient and Robust Linguistic Emotion Diagnosis for Mental Health via Multi-Agent Instruction Refinement (2026)
  Jian Zhang et al.
  1.94
• FullStack-Agent: Enhancing Agentic Full-Stack Web Coding via Development-Oriented Testing and Repository Back-Translation (2026)
  Zimu Lu et al.
  1.94
• GraphAgents: Knowledge Graph-Guided Agentic AI for Cross-Domain Materials Design (2026)
  Isabella A. Stewart et al.
  1.94
• HiMAP-Travel: Hierarchical Multi-Agent Planning for Long-Horizon Constrained Travel (2026)
  The Viet Bui et al.
  1.94
• The PokeAgent Challenge: Competitive and Long-Context Learning at Scale (2026)
  Seth Karten et al.
  1.94
• Qualixar OS: A Universal Operating System for AI Agent Orchestration (2026)
  Varun Pratap Bhardwaj
  1.94
• OccuBench: Evaluating AI Agents on Real-World Professional Tasks via Language World Models (2026)
  Xiaomeng Hu et al.
  1.94
• Web2BigTable: A Bi-Level Multi-Agent LLM System for Internet-Scale Information Search and Extraction (2026)
  Yuxuan Huang et al.
  1.94
• MetaAgent-X : Breaking the Ceiling of Automatic Multi-Agent Systems via End-to-End Reinforcement Learning (2026)
  Yaolun Zhang et al.
  1.94
• Nexus : An Agentic Framework for Time Series Forecasting (2026)
  Sarkar Snigdha Sarathi Das et al.
  1.94
• Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems (2026)
  Shihao Qi et al.
  1.94
• Code as Agent Harness (2026)
  Xuying Ning et al.
  1.94
• MineExplorer: Evaluating Open-World Exploration of MLLM Agents in Minecraft (2026)
  Tianjie Ju et al.
  1.94
• Adaptive Auto-Harness: Sustained Self-Improvement for Agentic System Deployment on Open-Ended Task Streams (2026)
  Zewen Liu et al.
  1.94
• EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management (2026)
  Zherui Yang et al.
  1.94
• Beyond Alignment: Value Diversity as a Collective Property in Multicultural Agent Systems (2026)
  Shaoyang Xu et al.
  1.94
• MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery (2026)
  Shangheng Du et al.
  1.94
• InterleaveThinker: Reinforcing Agentic Interleaved Generation (2026)
  Dian Zheng et al.
  1.94
• Deep Research in Physical Sciences: A Multi-Agent Framework and Comprehensive Benchmark (2026)
  Yigeng Jiang et al.
  1.94
• TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems (2026)
  Chen Xu et al.
  1.89
• Agent Bazaar: Enabling Economic Alignment in Multi-Agent Marketplaces (2026)
  Seth Karten et al.
  1.89
• Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation (2026)
  Chenghao Zhang et al.
  1.89
• AgentSocialBench: Evaluating Privacy Risks in Human-Centered Agentic Social Networks (2026)
  Prince Zizhuang Wang et al.
  1.83
• CORAL: Towards Autonomous Multi-Agent Evolution for Open-Ended Discovery (2026)
  Ao Qu et al.
  1.83
• Synthetic Sandbox for Training Machine Learning Engineering Agents (2026)
  Yuhang Zhou et al.
  1.83
• Heterogeneous Scientific Foundation Model Collaboration (2026)
  Zihao Li et al.
  1.83
• Fanar-Sadiq: A Multi-Agent Architecture for Grounded Islamic QA (2026)
  Ummar Abbas et al.
  1.78
• Story2Proposal: A Scaffold for Structured Scientific Paper Writing (2026)
  Zhuoyang Qian et al.
  1.78
• AgentConductor: Topology Evolution for Multi-Agent Competition-Level Code Generation (2026)
  Siyu Wang et al.
  1.72
• Decentralized Multi-Agent Swarms for Autonomous Grid Security in Industrial IoT: A Consensus-based Approach (2026)
  Samaresh Kumar Singh et al.
  1.67
• Agentic Reasoning for Large Language Models (2026)
  Tianxin Wei et al.
  1.67
• FilmAgent: A Multi-Agent Framework for End-to-End Film Automation in Virtual 3D Spaces (2025)
  Zhenran Xu et al.
  1.28
• PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback (2025)
  Kanika Goswami et al.
  1.28
• ETVA: Evaluation of Text-to-Video Alignment via Fine-grained Question Generation and Answering (2025)
  Kaisi Guan et al.
  1.28
• BookWorld: From Novels to Interactive Agent Societies for Creative Story Generation (2025)
  Yiting Ran et al.
  1.28
• Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems (2025)
  Shaokun Zhang et al.
  1.28
• TRiSM for Agentic AI: A Review of Trust, Risk, and Security Management in LLM-based Agentic Multi-Agent Systems (2025)
  Shaina Raza et al.
  1.28
• ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development (2025)
  Zhenran Xu et al.
  1.28
• SAFEFLOW: A Principled Protocol for Trustworthy and Transactional Autonomous Agent Systems (2025)
  Peiran Li et al.
  1.28
• VIKI-R: Coordinating Embodied Multi-Agent Cooperation via Reinforcement Learning (2025)
  Li Kang et al.
  1.28
• A Survey of Self-Evolving Agents: On Path to Artificial Super Intelligence (2025)
  Huan-ang Gao et al.
  1.28
• SWE-Debate: Competitive Multi-Agent Debate for Software Issue Resolution (2025)
  Han Li et al.
  1.28
• Multi-Agent Game Generation and Evaluation via Audio-Visual Recordings (2025)
  Alexia Jolicoeur-Martineau
  1.28
• Think-on-Graph 3.0: Efficient and Adaptive LLM Reasoning on Heterogeneous Graphs via Multi-Agent Dual-Evolving Context Retrieval (2025)
  Xiaojun Wu et al.
  1.28
• From What to Why: A Multi-Agent System for Evidence-based Chemical Reaction Condition Reasoning (2025)
  Cheng Yang et al.
  1.28
• MEMTRACK: Evaluating Long-Term Memory and State Tracking in Multi-Platform Dynamic Agent Environments (2025)
  Darshan Deshpande et al.
  1.28
• GraphTracer: Graph-Guided Failure Tracing in LLM Agents for Robust Multi-Turn Deep Search (2025)
  Heng Zhang et al.
  1.28
• Static Sandboxes Are Inadequate: Modeling Societal Complexity Requires Open-Ended Co-Evolution in LLM-Based Multi-Agent Simulations (2025)
  Jinkun Chen et al.
  1.28
• MADD: Multi-Agent Drug Discovery Orchestra (2025)
  Gleb V. Solovev et al.
  1.28
• Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence (2024)
  Weize Chen et al.
  —
• The Vision of Autonomic Computing: Can LLMs Make It a Reality? (2024)
  Zhiyang Zhang et al.
  —
• Very Large-Scale Multi-Agent Simulation in AgentScope (2024)
  Xuchen Pan et al.
  —
• HyperAgent: Generalist Software Engineering Agents to Solve Coding Tasks at Scale (2024)
  Huy Nhat Phan et al.
  —
• Improving Autonomous AI Agents with Reflective Tree Search and Self-Learning (2024)
  Xiao Yu et al.
  —
• Seeker: Enhancing Exception Handling in Code with LLM-based Multi-Agent Approach (2024)
  Xuanming Zhang et al.
  —
• Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System (2024)
  Weize Chen et al.
  —