ISO: An RLVR-Native Optimization Stack

By Hanqing Zhu · Paper · cs.LG

Reinforcement learning with verifiable rewards (RLVR) is rapidly advancing the reasoning capabilities of language models, yet the optimization layer that converts reward feedback into weight-space updates remains poorly understood. Building on our prior analysis (Zhu et al., 2025

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