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upvoted a paper 9 days ago

Rethinking Critic Learning in PPO: Understanding and Mitigating Value Flattening

Paper • 2609.18708 • Published 10 days ago • 80

upvoted a paper 15 days ago

NCP-ArchPreview Technical Report: Moving towards Latent Space Language Models through Next Concept Prediction

Paper • 2609.10715 • Published 17 days ago • 329

upvoted a paper about 1 month ago

SimpleOPD: Simple Tokenizer-Agnostic On-Policy Distillation for Long-Context Reasoning

Paper • 2608.14277 • Published Aug 14 • 36

upvoted 4 papers 4 months ago

ComBench: A Benchmark for Rigorous Proof Reasoning and Constructive Realization in Olympiad-Level Combinatorics

Paper • 2606.10479 • Published Jun 9 • 21

Draft-OPD: On-Policy Distillation for Speculative Draft Models

Paper • 2605.29343 • Published May 28 • 34

Achieving Gold-Medal-Level Olympiad Reasoning via Simple and Unified Scaling

Paper • 2605.13301 • Published May 13 • 166

Teaching Thinking Models to Reason with Tools: A Full-Pipeline Recipe for Tool-Integrated Reasoning

Paper • 2605.06326 • Published May 7 • 26

upvoted 2 papers 5 months ago

Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents

Paper • 2605.10832 • Published May 11 • 22

TEMPO: Scaling Test-time Training for Large Reasoning Models

Paper • 2604.19295 • Published Apr 21 • 37

upvoted a paper 6 months ago

GEMS: Agent-Native Multimodal Generation with Memory and Skills

Paper • 2603.28088 • Published Mar 30 • 84

upvoted a paper 7 months ago

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

Paper • 2602.11748 • Published Feb 12 • 28

upvoted a paper 8 months ago

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

Paper • 2602.09443 • Published Feb 10 • 59

upvoted a paper 12 months ago

Spotlight on Token Perception for Multimodal Reinforcement Learning

Paper • 2510.09285 • Published Oct 10, 2025 • 37