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upvoted a paper 1 day ago

HiMAP-Travel: Hierarchical Multi-Agent Planning for Long-Horizon Constrained Travel

Paper • 2603.04750 • Published 6 days ago • 9

upvoted a paper 6 months ago

Reinforcement Learning Foundations for Deep Research Systems: A Survey

Paper • 2509.06733 • Published Sep 8, 2025 • 32

upvoted 2 papers 9 months ago

ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

Paper • 2505.24864 • Published May 30, 2025 • 144

Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

Paper • 2506.01939 • Published Jun 2, 2025 • 188

upvoted a paper 11 months ago

Understanding R1-Zero-Like Training: A Critical Perspective

Paper • 2503.20783 • Published Mar 26, 2025 • 59

upvoted a paper over 1 year ago

Bootstrapping Language Models with DPO Implicit Rewards

Paper • 2406.09760 • Published Jun 14, 2024 • 41