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cs.LG2026
MaPP: A Unified Marginalized Posterior-Predictive Framework for Data-Efficient RLVR
Yangyang Ren, Haodong Zhu, Sheng Xu +4
Reinforcement learning with verifiable rewards (RLVR) improves the reasoning capabilities of large language models but incurs substantial costs from rollouts and policy updates. On…
cs.LG2022★ 4 cited
Rosenblatt's first theorem and frugality of deep learning
A. N. Kirdin, S. V. Sidorov, N. Y. Zolotykh
First Rosenblatt's theorem about omnipotence of shallow networks states that elementary perceptrons can solve any classification problem if there are no discrepancies in the traini…