Key papers

• Deep Search with Hierarchical Meta-Cognitive Monitoring Inspired by Cognitive Neuroscience (2026)
  Zhongxiang Sun et al.
  1.94
• REDSearcher: A Scalable and Cost-Efficient Framework for Long-Horizon Search Agents (2026)
  Zheng Chu 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
• Continual Harness: Online Adaptation for Self-Improving Foundation Agents (2026)
  Seth Karten et al.
  1.94
• HINT-SD: Targeted Hindsight Self-Distillation for Long-Horizon Agents (2026)
  Woongyeng Yeo et al.
  1.94
• MINTEval: Evaluating Memory under Multi-Target Interference in Long-Horizon Agent Systems (2026)
  Hyunji Lee et al.
  1.94
• SimuWoB: Simulating Real-World Mobile Apps for Fast and Faithful GUI Agent Benchmarking (2026)
  Guohong Liu et al.
  1.94
• WorldMemArena: Evaluating Multimodal Agent Memory Through Action-World Interaction (2026)
  Chengzhi Liu et al.
  1.94
• WEAVER, Better, Faster, Longer: An Effective World Model for Robotic Manipulation (2026)
  Arnav Kumar Jain et al.
  1.94
• RubricEM: Meta-RL with Rubric-guided Policy Decomposition beyond Verifiable Rewards (2026)
  Gaotang Li et al.
  1.89
• Synthetic Computers at Scale for Long-Horizon Productivity Simulation (2026)
  Tao Ge et al.
  1.83
• TRIP-Bench: A Benchmark for Long-Horizon Interactive Agents in Real-World Scenarios (2026)
  Yuanzhe Shen et al.
  1.72
• Learning from Trials and Errors: Reflective Test-Time Planning for Embodied LLMs (2026)
  Yining Hong et al.
  1.72
• AstroReason-Bench: Evaluating Unified Agentic Planning across Heterogeneous Space Planning Problems (2026)
  Weiyi Wang et al.
  1.67
• UFT: Unifying Supervised and Reinforcement Fine-Tuning (2025)
  Mingyang Liu et al.
  1.28
• ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models (2025)
  Mingjie Liu et al.
  1.28
• Mirage-1: Augmenting and Updating GUI Agent with Hierarchical Multimodal Skills (2025)
  Yuquan Xie et al.
  1.28
• UltraHorizon: Benchmarking Agent Capabilities in Ultra Long-Horizon Scenarios (2025)
  Haotian Luo et al.
  1.28
• ToolScope: An Agentic Framework for Vision-Guided and Long-Horizon Tool Use (2025)
  Mengjie Deng et al.
  1.28
• V-Thinker: Interactive Thinking with Images (2025)
  Runqi Qiao et al.
  1.28
• EVOLVE-VLA: Test-Time Training from Environment Feedback for Vision-Language-Action Models (2025)
  Zechen Bai et al.
  1.28
• JARVIS-1: Open-World Multi-task Agents with Memory-Augmented Multimodal Language Models (2023)
  Zihao Wang et al.
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• Agent Workflow Memory (2024)
  Zora Zhiruo Wang et al.
  —
• WildLMa: Long Horizon Loco-Manipulation in the Wild (2024)
  Ri-Zhao Qiu et al.
  —