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cs.LG2026
Cardinality-Stratified Interaction Decomposition for Interpretable Pairwise and Higher-Order Structure in Transactional Basket Data
Hidetoshi Kawase, Toshihiro Ota
Transactional basket data can reveal associations among items, but observed co-occurrence conflates item-specific relations with basket-size structure and unmodeled higher-order de…
cs.LG2026
Collective Kernel EFT for Pre-activation ResNets
Hidetoshi Kawase, Toshihiro Ota
In finite-width deep neural networks, the empirical kernel evolves stochastically across layers. We develop a collective kernel effective field theory (EFT) for a simplified pr…