Search Results for author: Chris Lin

Found 3 papers, 1 papers with code

Graph Neural Networks Including Sparse Interpretability

no code implementations30 Jun 2020 Chris Lin, Gerald J. Sun, Krishna C. Bulusu, Jonathan R. Dry, Marylens Hernandez

Through a single self-attention layer, a GISST model learns an importance probability for each node feature and edge in the input graph.

Feature Importance Representation Learning

Contrastive Corpus Attribution for Explaining Representations

1 code implementation30 Sep 2022 Chris Lin, Hugh Chen, Chanwoo Kim, Su-In Lee

To address this, we propose contrastive corpus similarity, a novel and semantically meaningful scalar explanation output based on a reference corpus and a contrasting foil set of samples.

Contrastive Learning Object Localization

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