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Jian-Yong Pi

1 paper hereh-index 00 citations1 works total

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  • middle author1

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  • math.AT1

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collaborators

1 paper

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…

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