The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution Paper • 2510.25726 • Published Oct 29 • 45
VideoAgentTrek: Computer Use Pretraining from Unlabeled Videos Paper • 2510.19488 • Published Oct 22 • 19
WebExplorer: Explore and Evolve for Training Long-Horizon Web Agents Paper • 2509.06501 • Published Sep 8 • 78
OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling Paper • 2506.20512 • Published Jun 25 • 47
Revisiting Reinforcement Learning for LLM Reasoning from A Cross-Domain Perspective Paper • 2506.14965 • Published Jun 17 • 49
ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows Paper • 2505.19897 • Published May 26 • 104
Learn to Reason Efficiently with Adaptive Length-based Reward Shaping Paper • 2505.15612 • Published May 21 • 34
Scaling Computer-Use Grounding via User Interface Decomposition and Synthesis Paper • 2505.13227 • Published May 19 • 45
Generative AI Act II: Test Time Scaling Drives Cognition Engineering Paper • 2504.13828 • Published Apr 18 • 18
Rethinking RL Scaling for Vision Language Models: A Transparent, From-Scratch Framework and Comprehensive Evaluation Scheme Paper • 2504.02587 • Published Apr 3 • 32
SkyLadder: Better and Faster Pretraining via Context Window Scheduling Paper • 2503.15450 • Published Mar 19 • 12
Sailor2: Sailing in South-East Asia with Inclusive Multilingual LLMs Paper • 2502.12982 • Published Feb 18 • 19
Teaching Language Models to Critique via Reinforcement Learning Paper • 2502.03492 • Published Feb 5 • 24
CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Paper • 2502.07316 • Published Feb 11 • 50