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Instance-wise Linearization of Neural Network for Model Interpretation
For a neural network model, the non-linear behavior is often caused by non-linear activation units of a model.
"Understanding Robustness Lottery": A Geometric Visual Comparative Analysis of Neural Network Pruning Approaches
We decomposed and evaluated a set of critical geometric concepts from the common adopted classification loss, and used them to design a visualization system to compare and highlight the impact of pruning on model performance and feature representation.
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