Minimal Witness Reinforcement Learning

arXiv:2610.07226 · cs.LG, cs.AI, cs.CL, cs.LO · Submitted 2026-10-05 · Read on arXiv

cs.LG, cs.AI, cs.CL, cs.LO

Submitted: 2026-10-05

Updated: 2026-10-15

Code: https://github.com/TSUITUENYUE/MWRL

Terminology

• Reinforcement Learning — 1× in this paper · explained in 4 episodes

Sources

• Hypergraph Neural Networks Accelerate MUS Enumeration
• Uniform-Correct Policy Optimization: Breaking RLVR's Indifference to Diversity
• Illuminating search spaces by mapping elites
• Proximal Policy Optimization Algorithms
• DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
• Pass@K Policy Optimization: Solving Harder Reinforcement Learning Problems
• Qwen3 Technical Report

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