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Author

Yong Zhao

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Preprint Jul 2026

From Neural Network Decisions to Training Cases: An Exact Account via Case-Based Decision Theory

This work shows that an OLS action readout fitted on a fixed neural representation admits an exact case-based decomposition, and identifies a sufficient regime for CBDT similarity semantics; outside it, the coefficients should generally be treated as signed Gram-geometric influence.

Manli Yan, Yu-Erh Lin, Yaowen Yu et al. · 1 citation
Jul 2026

More Data, Worse Decisions? Preference Reversals in Neural Networks under Gram Incompatibility

This work shows that pooled refitting recomputes the inverse-Gram geometry used to weight source evidence, which can reverse shared preferences, and derive exact and approximate preservation conditions, and develops a three-stage audit that traces strict pairwise reversals through decision changes to task-defined utili...

Yanli Yan, Yuanzheng Li, Yong Zhao et al. · 0 citations

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