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20222026
most citedNormed modules and the categorification of integrations, series expansions, and differentiations

2 citations · 6 across the 16 of their papers we have counts for

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math.AT2026

Geometric Realizations of Capability Spaces of Large Models and Zigzag Persistent Homology

Yu-Zhe Liu, Shengda Liu, Jianyong Pi +1

We propose a topological model for capability changes during large-model training. The model represents knowledge states and preregistered capability probes as subcomplexes of a fi…