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Recursive Reward Improvement via Adversarial Meta-Prompt Evolution

Recursive Self-Improvement (RSI) has gained wide attention for its ability to work with limited data. In a proposer-solver loop, a proposer model writes training tasks and a solver model learns to solve them through reinforcement learning.

By Wei Dai, Qianchu Liu, Guanghui Qin, Xing Han, Tristan Naumann, Paul Pu Liang, Sheng ZhangarXiv - cs.AI

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Originally published by arXiv - cs.AI on Oct 16, 2026.

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