Key papers

• WebGym: Scaling Training Environments for Visual Web Agents with Realistic Tasks (2026)
  Hao Bai et al.
  1.94
• CoV: Chain-of-View Prompting for Spatial Reasoning (2026)
  Haoyu Zhao et al.
  1.94
• Deep Search with Hierarchical Meta-Cognitive Monitoring Inspired by Cognitive Neuroscience (2026)
  Zhongxiang Sun et al.
  1.94
• Wiki Live Challenge: Challenging Deep Research Agents with Expert-Level Wikipedia Articles (2026)
  Shaohan Wang et al.
  1.94
• Scaling Small Agents Through Strategy Auctions (2026)
  Lisa Alazraki et al.
  1.94
• ContextBench: A Benchmark for Context Retrieval in Coding Agents (2026)
  Han Li et al.
  1.94
• AgentCPM-Report: Interleaving Drafting and Deepening for Open-Ended Deep Research (2026)
  Yishan Li et al.
  1.94
• DLLM-Searcher: Adapting Diffusion Large Language Model for Search Agents (2026)
  Jiahao Zhao et al.
  1.94
• SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks (2026)
  Xiangyi Li et al.
  1.94
• GEMS: Agent-Native Multimodal Generation with Memory and Skills (2026)
  Zefeng He et al.
  1.94
• Learning to Retrieve from Agent Trajectories (2026)
  Yuqi Zhou et al.
  1.94
• Claw-Eval: Toward Trustworthy Evaluation of Autonomous Agents (2026)
  Bowen Ye et al.
  1.94
• Qualixar OS: A Universal Operating System for AI Agent Orchestration (2026)
  Varun Pratap Bhardwaj
  1.94
• Don't Retrieve, Navigate: Distilling Enterprise Knowledge into Navigable Agent Skills for QA and RAG (2026)
  Yiqun Sun et al.
  1.94
• DR-Venus: Towards Frontier Edge-Scale Deep Research Agents with Only 10K Open Data (2026)
  Venus Team et al.
  1.94
• From Skill Text to Skill Structure: The Scheduling-Structural-Logical Representation for Agent Skills (2026)
  Qiliang Liang et al.
  1.94
• FORTIS: Benchmarking Over-Privilege in Agent Skills (2026)
  Shawn Li et al.
  1.94
• Continual Harness: Online Adaptation for Self-Improving Foundation Agents (2026)
  Seth Karten et al.
  1.94
• Agent-ValueBench: A Comprehensive Benchmark for Evaluating Agent Values (2026)
  Haonan Dong et al.
  1.94
• PREPING: Building Agent Memory without Tasks (2026)
  Yumin Choi et al.
  1.94
• Known By Their Actions: Fingerprinting LLM Browser Agents via UI Traces (2026)
  William Lugoloobi 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
• AgentKernelArena: Generalization-Aware Benchmarking of GPU Kernel Optimization Agents (2026)
  Sharareh Younesian et al.
  1.94
• Code as Agent Harness (2026)
  Xuying Ning et al.
  1.94
• ClinSeekAgent: Automating Multimodal Evidence Seeking for Agentic Clinical Reasoning (2026)
  Juncheng Wu et al.
  1.94
• SimuWoB: Simulating Real-World Mobile Apps for Fast and Faithful GUI Agent Benchmarking (2026)
  Guohong Liu et al.
  1.94
• CUA-Gym: Scaling Verifiable Training Environments and Tasks for Computer-Use Agents (2026)
  Bowen Wang et al.
  1.94
• K-BrowseComp: A Web Browsing Agent Benchmark Grounded in Korean Contexts (2026)
  Nahyun Lee et al.
  1.94
• InterleaveThinker: Reinforcing Agentic Interleaved Generation (2026)
  Dian Zheng et al.
  1.94
• Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence (2026)
  Xuanle Zhao et al.
  1.94
• OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation (2026)
  Guibin Zhang et al.
  1.94
• Deep Research in Physical Sciences: A Multi-Agent Framework and Comprehensive Benchmark (2026)
  Yigeng Jiang et al.
  1.94
• PrivacyAlign: Contextual Privacy Alignment for LLM Agents (2026)
  Manveer Singh Tamber et al.
  1.94
• UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks (2026)
  Zhekai Chen et al.
  1.94
• ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration (2026)
  Ruofeng Yang et al.
  1.89
• SkillOS: Learning Skill Curation for Self-Evolving Agents (2026)
  Siru Ouyang et al.
  1.89
• TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems (2026)
  Chen Xu et al.
  1.89
• PaperFit: Vision-in-the-Loop Typesetting Optimization for Scientific Documents (2026)
  Bihui Yu et al.
  1.89
• RubricEM: Meta-RL with Rubric-guided Policy Decomposition beyond Verifiable Rewards (2026)
  Gaotang Li et al.
  1.89
• Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation (2026)
  Chenghao Zhang et al.
  1.89
• GameWorld: Towards Standardized and Verifiable Evaluation of Multimodal Game Agents (2026)
  Mingyu Ouyang et al.
  1.83
• A Self-Evolving Framework for Efficient Terminal Agents via Observational Context Compression (2026)
  Jincheng Ren et al.
  1.83
• ClawGym: A Scalable Framework for Building Effective Claw Agents (2026)
  Fei Bai et al.
  1.83
• Synthetic Computers at Scale for Long-Horizon Productivity Simulation (2026)
  Tao Ge et al.
  1.83
• UI-Voyager: A Self-Evolving GUI Agent Learning via Failed Experience (2026)
  Zichuan Lin et al.
  1.78
• Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions (2026)
  Mohammed Mehedi Hasan et al.
  1.72
• ASTRA: Automated Synthesis of agentic Trajectories and Reinforcement Arenas (2026)
  Xiaoyu Tian et al.
  1.67
• MetaChain: A Fully-Automated and Zero-Code Framework for LLM Agents (2025)
  Jiabin Tang et al.
  1.28
• CritiQ: Mining Data Quality Criteria from Human Preferences (2025)
  Honglin Guo et al.
  1.28
• AgentRxiv: Towards Collaborative Autonomous Research (2025)
  Samuel Schmidgall et al.
  1.28
• Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding (2025)
  Xiaoyi Zhang et al.
  1.28
• ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development (2025)
  Zhenran Xu et al.
  1.28
• AgentSynth: Scalable Task Generation for Generalist Computer-Use Agents (2025)
  Jingxu Xie et al.
  1.28
• SWE-Debate: Competitive Multi-Agent Debate for Software Issue Resolution (2025)
  Han Li et al.
  1.28
• Efficient Agents: Building Effective Agents While Reducing Cost (2025)
  Ningning Wang et al.
  1.28
• Seeing, Listening, Remembering, and Reasoning: A Multimodal Agent with Long-Term Memory (2025)
  Lin Long et al.
  1.28
• VIR-Bench: Evaluating Geospatial and Temporal Understanding of MLLMs via Travel Video Itinerary Reconstruction (2025)
  Hao Wang 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
• Position: Privacy Is Not Just Memorization! (2025)
  Niloofar Mireshghallah et al.
  1.28
• Beyond Pipelines: A Survey of the Paradigm Shift toward Model-Native Agentic AI (2025)
  Jitao Sang et al.
  1.28