Author

Zhaomeng Zhou

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#artificial intelligence Preprint May 2026

Nice Fold or Hero Call: Learning Budget-Efficient Thinking under Policy-Dependent Solvability

Adaptive reasoning is formulated as a computational investment under uncertainty, where budget follows the expected return of reasoning rather than perceived difficulty, and Budget-Efficient Thinking (BET) is proposed, a two-stage framework that combines behavioral cold-start with GRPO under an investment-cost-aware re...

Zhaomeng Zhou, Lan Zhang, Jun-Yang Wang et al. · 0 citations

Jul 2026

ANet Patu-1: The Value of Connection in the Agent Network

This work model the net value of connection as a function of coordination-group size, derive from it the properties an optimal collaboration protocol must have, and introduces ANet Patu-1 -- a self-organizing consensus protocol in which the network continuously re-forms its own coalitions.

Mu Yuan, Jin-Ke Song, Zhaomeng Zhou et al. · arXiv.org · 0 citations