Key papers

• AVO: Agentic Variation Operators for Autonomous Evolutionary Search (2026)
  Terry Chen et al.
  4.04
• Toward Ultra-Long-Horizon Agentic Science: Cognitive Accumulation for Machine Learning Engineering (2026)
  Xinyu Zhu et al.
  1.94
• OmegaUse: Building a General-Purpose GUI Agent for Autonomous Task Execution (2026)
  Le Zhang et al.
  1.94
• Deep Search with Hierarchical Meta-Cognitive Monitoring Inspired by Cognitive Neuroscience (2026)
  Zhongxiang Sun et al.
  1.94
• ResearchGym: Evaluating Language Model Agents on Real-World AI Research (2026)
  Aniketh Garikaparthi et al.
  1.94
• SWE-rebench V2: Language-Agnostic SWE Task Collection at Scale (2026)
  Ibragim Badertdinov et al.
  1.94
• HiMAP-Travel: Hierarchical Multi-Agent Planning for Long-Horizon Constrained Travel (2026)
  The Viet Bui et al.
  1.94
• Learning to Retrieve from Agent Trajectories (2026)
  Yuqi Zhou et al.
  1.94
• Qualixar OS: A Universal Operating System for AI Agent Orchestration (2026)
  Varun Pratap Bhardwaj
  1.94
• Latent Preference Modeling for Cross-Session Personalized Tool Calling (2026)
  Yejin Yoon 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
• Counting as a minimal probe of language model reliability (2026)
  Tianxiang Dai et al.
  1.94
• Agent-ValueBench: A Comprehensive Benchmark for Evaluating Agent Values (2026)
  Haonan Dong 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
• PIPE-Cypher: Automatic Enterprise Benchmark Generation for Text-to-Cypher Systems (2026)
  Suraj Ranganath et al.
  1.94
• HumanScale: Egocentric Human Video Can Outperform Real-Robot Data for Embodied Pretraining (2026)
  Juncheng Ma et al.
  1.94
• Teaching Language Models to Think in Code (2026)
  Hyeon Hwang et al.
  1.89
• RubricEM: Meta-RL with Rubric-guided Policy Decomposition beyond Verifiable Rewards (2026)
  Gaotang Li et al.
  1.89
• MAP: A Map-then-Act Paradigm for Long-Horizon Interactive Agent Reasoning (2026)
  Yuxin Liu et al.
  1.89
• EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL (2026)
  Minrui Xu et al.
  1.89
• Evaluating Temporal Semantic Caching and Workflow Optimization in Agentic Plan-Execute Pipelines (2026)
  Alimurtaza Mustafa Merchant et al.
  1.89
• Signals: Trajectory Sampling and Triage for Agentic Interactions (2026)
  Shuguang Chen et al.
  1.83
• CORAL: Towards Autonomous Multi-Agent Evolution for Open-Ended Discovery (2026)
  Ao Qu et al.
  1.83
• Self-Execution Simulation Improves Coding Models (2026)
  Gallil Maimon et al.
  1.83
• KnowU-Bench: Towards Interactive, Proactive, and Personalized Mobile Agent Evaluation (2026)
  Tongbo Chen et al.
  1.83
• Claw-Eval-Live: A Live Agent Benchmark for Evolving Real-World Workflows (2026)
  Chenxin Li et al.
  1.83
• Residual Stream Duality in Modern Transformer Architectures (2026)
  Yifan Zhang
  1.78
• REVERE: Reflective Evolving Research Engineer for Scientific Workflows (2026)
  Balaji Dinesh Gangireddi 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
• Speculative Ad-hoc Querying (2025)
  Haoyu Li et al.
  1.28
• LawFlow : Collecting and Simulating Lawyers' Thought Processes (2025)
  Debarati Das et al.
  1.28
• Diagonal Batching Unlocks Parallelism in Recurrent Memory Transformers for Long Contexts (2025)
  Danil Sivtsov et al.
  1.28
• SAFEFLOW: A Principled Protocol for Trustworthy and Transactional Autonomous Agent Systems (2025)
  Peiran Li et al.
  1.28
• Mirage-1: Augmenting and Updating GUI Agent with Hierarchical Multimodal Skills (2025)
  Yuquan Xie et al.
  1.28
• AgentSynth: Scalable Task Generation for Generalist Computer-Use Agents (2025)
  Jingxu Xie et al.
  1.28
• VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use (2025)
  Dongfu Jiang et al.
  1.28
• AU-Harness: An Open-Source Toolkit for Holistic Evaluation of Audio LLMs (2025)
  Sidharth Surapaneni et al.
  1.28
• Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models (2025)
  Qizheng Zhang et al.
  1.28
• RoboOmni: Proactive Robot Manipulation in Omni-modal Context (2025)
  Siyin Wang et al.
  1.28
• WebOperator: Action-Aware Tree Search for Autonomous Agents in Web Environment (2025)
  Mahir Labib Dihan et al.
  1.28
• Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification (2023)
  Aojun Zhou et al.
  —
• Interactive Task Planning with Language Models (2023)
  Boyi Li et al.
  —
• Self-play with Execution Feedback: Improving Instruction-following Capabilities of Large Language Models (2024)
  Guanting Dong et al.
  —