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
The large language model (LLM) based on the Transformer architecture and its derived various applications have greatly changed people’s lives. Considering some concerns such as privacy and network conditions, deploying LLM on smart devices has gradually become a research focus. In order to reduce the huge computation a...
Pu-Han Luo, Mu Yuan, Ning-Kang Zhang et al.· IEEE Transactions on Mobile...· 0 citations
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
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