PeterPP

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upvoted 5 papers 2 months ago

Think Longer to Explore Deeper: Learn to Explore In-Context via Length-Incentivized Reinforcement Learning

Paper • 2602.11748 • Published Feb 12 • 36

P1-VL: Bridging Visual Perception and Scientific Reasoning in Physics Olympiads

Paper • 2602.09443 • Published Feb 10 • 59

Improving Data and Reward Design for Scientific Reasoning in Large Language Models

Paper • 2602.08321 • Published Feb 9 • 43

MSign: An Optimizer Preventing Training Instability in Large Language Models via Stable Rank Restoration

Paper • 2602.01734 • Published Feb 2 • 32

A2Eval: Agentic and Automated Evaluation for Embodied Brain

Paper • 2602.01640 • Published Feb 2 • 8

upvoted a paper 5 months ago

Every Token Counts: Generalizing 16M Ultra-Long Context in Large Language Models

Paper • 2511.23319 • Published Nov 28, 2025 • 24

upvoted a paper 6 months ago

Knocking-Heads Attention

Paper • 2510.23052 • Published Oct 27, 2025 • 30

upvoted a paper 7 months ago

DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 148