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Journal of Machine Learning Research · 期刊 · Machine Learning

2026-08-14 至 2026-08-14 共收录 1
2601.11618 2026-08-14 cs.LG cs.AI 版本更新

Architecture Before the Formula: Individuating Neural Architecture Beyond the Composite Map

几何注意力:一种针对Transformer注意力的显式操作语义

Luis F. Rosario Freytes

机构 * University of Michigan(密歇根大学)

AI总结 几何注意力提出了一种显式操作语义,通过四个独立输入定义注意力层,支持多头、混合核和计划锚等显式领域选择,实现注意力机制的原理性比较与扩展。

Comments 34 pages. Major reconstruction and retitling of the withdrawn previous version. The incorrect non-completability theorem and all dependent claims have been removed. The present version replaces the earlier operator-first development with an analysis of neural-architecture individuation and architecture under composition. Submitted to JMLR

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