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cs.LG2024★ 1 cited
Towards the Dynamics of a DNN Learning Symbolic Interactions
Qihan Ren, Junpeng Zhang, Yang Xu +3
This study proves the two-phase dynamics of a deep neural network (DNN) learning interactions. Despite the long disappointing view of the faithfulness of post-hoc explanation of a…
cs.LG2024★ 1 cited
Two-Phase Dynamics of Interactions Explains the Starting Point of a DNN Learning Over-Fitted Features
Junpeng Zhang, Qing Li, Liang Lin +1
This paper investigates the dynamics of a deep neural network (DNN) learning interactions. Previous studies have discovered and mathematically proven that given each input sample,…