Papers

• ResearchGym: Evaluating Language Model Agents on Real-World AI Research (2026)
  Aniketh Garikaparthi et al.
  1.94
• Code2Math: Can Your Code Agent Effectively Evolve Math Problems Through Exploration? (2026)
  Dadi Guo 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
• MERRIN: A Benchmark for Multimodal Evidence Retrieval and Reasoning in Noisy Web Environments (2026)
  Han Wang et al.
  1.94
• UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks (2026)
  Zhekai Chen et al.
  1.94
• EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL (2026)
  Minrui Xu et al.
  1.89
• Synthetic Sandbox for Training Machine Learning Engineering Agents (2026)
  Yuhang Zhou et al.
  1.83
• GameWorld: Towards Standardized and Verifiable Evaluation of Multimodal Game Agents (2026)
  Mingyu Ouyang et al.
  1.83
• ClawGym: A Scalable Framework for Building Effective Claw Agents (2026)
  Fei Bai et al.
  1.83
• AstroReason-Bench: Evaluating Unified Agentic Planning across Heterogeneous Space Planning Problems (2026)
  Weiyi Wang et al.
  1.67
• ASTRA: Automated Synthesis of agentic Trajectories and Reinforcement Arenas (2026)
  Xiaoyu Tian et al.
  1.67
• Mirage-1: Augmenting and Updating GUI Agent with Hierarchical Multimodal Skills (2025)
  Yuquan Xie et al.
  1.28
• The Landscape of Agentic Reinforcement Learning for LLMs: A Survey (2025)
  Guibin Zhang 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
• CWM: An Open-Weights LLM for Research on Code Generation with World Models (2025)
  FAIR CodeGen team 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
• RLVE: Scaling Up Reinforcement Learning for Language Models with Adaptive Verifiable Environments (2025)
  Zhiyuan Zeng et al.
  1.28
• From Word to World: Can Large Language Models be Implicit Text-based World Models? (2025)
  Yixia Li et al.
  1.28
• VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models (2023)
  Wenlong Huang et al.
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• Holodeck: Language Guided Generation of 3D Embodied AI Environments (2023)
  Yue Yang et al.
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• UrBench: A Comprehensive Benchmark for Evaluating Large Multimodal Models in Multi-View Urban Scenarios (2024)
  Baichuan Zhou et al.
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• Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scale (2024)
  Rogerio Bonatti et al.
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