ProAS: A Progress-Aware Advantage Shaping Framework for Multi-Turn Agentic Reinforcement Learning Paper • 2610.18683 • Published 4 days ago • 26
Principia: Test-Time Hypotheses to Principle Construction for Scientific Discovery Paper • 2610.32195 • Published 6 days ago • 42
Co-adaptive Rule Routing and Constraining for Structured Knowledge Retrieval Paper • 2610.14465 • Published 12 days ago • 9
Omni-Woodpecker: Hallucination Correction via Evidence-Prior Rebalancing for Omni LLMs Paper • 2610.27103 • Published 10 days ago • 41
Learning from Fleet Experience: A Collective Learning Paradigm for Robots Paper • 2610.25736 • Published 10 days ago • 139
CoworkEnv: Synthesizing Training Environments for Long-Horizon Cowork Agents Paper • 2610.24960 • Published 11 days ago • 56
Entertain, then Cancel: How Thinking Makes Reasoning Models Read Some and Or Literally Paper • 2610.21204 • Published 14 days ago • 23
OmniVerifier-C1: Decomposed Graded Verifier for Rule-Governed Generative World Modeling Paper • 2610.22355 • Published 14 days ago • 47
EAU: Environment-Agent-User Co-evolution for Training User-Centric Agents Paper • 2610.16523 • Published 17 days ago • 26
Quant-Arena: Benchmarking LLM Agents for Quantitative Trading Research Paper • 2610.30113 • Published 8 days ago • 30
Answering in the User's Variety: Calibrated Accommodation Pairs for Post-Training Paper • 2610.28474 • Published 9 days ago • 16
AgenticRoboRL: Bringing Coding-Agent Post-Training to Agentic Robotics Paper • 2610.28589 • Published 9 days ago • 49
Harness Scaling for Generalizable Agentic Reinforcement Learning Paper • 2610.29458 • Published 8 days ago • 33
PrismaCoder: Pushing the Boundaries of Open Multimodal Code Intelligence through Decomposed Rubric Synthesis Paper • 2610.20538 • Published 15 days ago • 72
DONIC: Generalist Dexterous Bimanual Tracking Control from Human Demonstrations Paper • 2610.29997 • Published 8 days ago • 162
Co-Evolving Acting and Forecasting for Language Agents Paper • 2610.20597 • Published 14 days ago • 16
Manga2Animate: An Agentic Framework for Faithful Manga Animation with Script and Storyboard Planning Paper • 2610.26851 • Published 10 days ago • 33
Tree-Aware Posterior Distillation for Long-Horizon Agentic Reinforcement Learning Paper • 2610.23181 • Published 13 days ago • 57
Lean4AgenticRL: Advancing Agentic RL with Verifiable Multi-level Process Rewards Paper • 2610.22448 • Published 14 days ago • 24