Key papers

• TREK: Distill to Explore, Reinforce to Refine (2026)
  Yuanda Xu et al.
  2.00
• Deep Search with Hierarchical Meta-Cognitive Monitoring Inspired by Cognitive Neuroscience (2026)
  Zhongxiang Sun et al.
  1.94
• ContextBench: A Benchmark for Context Retrieval in Coding Agents (2026)
  Han Li et al.
  1.94
• LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding (2026)
  Jihao Qiu et al.
  1.94
• The PokeAgent Challenge: Competitive and Long-Context Learning at Scale (2026)
  Seth Karten et al.
  1.94
• ProRL Agent: Rollout-as-a-Service for RL Training of Multi-Turn LLM Agents (2026)
  Hao Zhang et al.
  1.94
• Learning to Retrieve from Agent Trajectories (2026)
  Yuqi Zhou et al.
  1.94
• Learning POMDP World Models from Observations with Language-Model Priors (2026)
  Valentin Six et al.
  1.94
• ClinSeekAgent: Automating Multimodal Evidence Seeking for Agentic Clinical Reasoning (2026)
  Juncheng Wu et al.
  1.94
• WorldMemArena: Evaluating Multimodal Agent Memory Through Action-World Interaction (2026)
  Chengzhi Liu et al.
  1.94
• Geometric Latent Reasoning Induces Shorter Generations in LLMs (2026)
  Shashi Kumar et al.
  1.94
• Understanding the Behaviors of Environment-aware Information Retrieval (2026)
  Ruifeng Yuan et al.
  1.94
• ProCUA-SFT Technical Report (2026)
  Jaehun Jung 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
• EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL (2026)
  Minrui Xu et al.
  1.89
• Self-Improving Language Models with Bidirectional Evolutionary Search (2026)
  Guowei Xu et al.
  1.89
• 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
• CurveStream: Boosting Streaming Video Understanding in MLLMs via Curvature-Aware Hierarchical Visual Memory Management (2026)
  Chao Wang et al.
  1.78
• REVERE: Reflective Evolving Research Engineer for Scientific Workflows (2026)
  Balaji Dinesh Gangireddi et al.
  1.78
• APIGen-MT: Agentic Pipeline for Multi-Turn Data Generation via Simulated Agent-Human Interplay (2025)
  Akshara Prabhakar et al.
  1.28
• A Unified Agentic Framework for Evaluating Conditional Image Generation (2025)
  Jifang Wang et al.
  1.28
• WHEN TO ACT, WHEN TO WAIT: Modeling Structural Trajectories for Intent Triggerability in Task-Oriented Dialogue (2025)
  Yaoyao Qian et al.
  1.28
• Klear-Reasoner: Advancing Reasoning Capability via Gradient-Preserving Clipping Policy Optimization (2025)
  Zhenpeng Su et al.
  1.28
• VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use (2025)
  Dongfu Jiang 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
• UltraHorizon: Benchmarking Agent Capabilities in Ultra Long-Horizon Scenarios (2025)
  Haotian Luo et al.
  1.28
• CWM: An Open-Weights LLM for Research on Code Generation with World Models (2025)
  FAIR CodeGen team et al.
  1.28
• VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models (2023)
  Wenlong Huang et al.
  —
• PASTA: Pretrained Action-State Transformer Agents (2023)
  Raphael Boige et al.
  —
• PrivacyLens: Evaluating Privacy Norm Awareness of Language Models in Action (2024)
  Yijia Shao et al.
  —
• Agent Workflow Memory (2024)
  Zora Zhiruo Wang et al.
  —
• OpenWebVoyager: Building Multimodal Web Agents via Iterative Real-World Exploration, Feedback and Optimization (2024)
  Hongliang He et al.
  —
• DINO-WM: World Models on Pre-trained Visual Features enable Zero-shot Planning (2024)
  Gaoyue Zhou et al.
  —