From Research Goals to Scientific Closure: Evaluating Agents Through Evidence-Supported Physics Research Paper • 2610.21767 • Published 19 days ago • 48
TPPO: Tracking-Value PPO For Language Model Reasoning Paper • 2610.16794 • Published 22 days ago • 92
RobotWorld: Benchmarking Multimodal Agents for Robot Use Across Diverse Tasks and Embodiments Paper • 2610.10409 • Published 27 days ago • 40
Gains and Collapse in On-Policy Distillation:A Reinforcement Learning Perspective Paper • 2610.03185 • Published Oct 2 • 31
Rethinking Critic Learning in PPO: Understanding and Mitigating Value Flattening Paper • 2609.18708 • Published Sep 16 • 64
SimpleOPD: Simple Tokenizer-Agnostic On-Policy Distillation for Long-Context Reasoning Paper • 2608.14277 • Published Aug 14 • 36
Achieving Gold-Medal-Level Olympiad Reasoning via Simple and Unified Scaling Paper • 2605.13301 • Published May 13 • 137
Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents Paper • 2605.10832 • Published May 11 • 22
P1-VL: Bridging Visual Perception and Scientific Reasoning in Physics Olympiads Paper • 2602.09443 • Published Feb 10 • 59
DeepSeekMath-V2: Towards Self-Verifiable Mathematical Reasoning Paper • 2511.22570 • Published Nov 27, 2025 • 99