Think Longer to Explore Deeper: Learn to Explore In-Context via Length-Incentivized Reinforcement Learning Paper • 2602.11748 • Published 2 days ago • 25
P1-VL: Bridging Visual Perception and Scientific Reasoning in Physics Olympiads Paper • 2602.09443 • Published 4 days ago • 56
Improving Data and Reward Design for Scientific Reasoning in Large Language Models Paper • 2602.08321 • Published 5 days ago • 39
MSign: An Optimizer Preventing Training Instability in Large Language Models via Stable Rank Restoration Paper • 2602.01734 • Published 12 days ago • 32
A2Eval: Agentic and Automated Evaluation for Embodied Brain Paper • 2602.01640 • Published 12 days ago • 8
Every Token Counts: Generalizing 16M Ultra-Long Context in Large Language Models Paper • 2511.23319 • Published Nov 28, 2025 • 24
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search Paper • 2509.25454 • Published Sep 29, 2025 • 146