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Spotlight
Thu 10:30 Explanations of Black-Box Models based on Directional Feature Interactions
Aria Masoomi · Davin Hill · Zhonghui Xu · Craig Hersh · Edwin Silverman · Peter Castaldi · Stratis Ioannidis · Jennifer Dy
Poster
Tue 10:30 Selective Ensembles for Consistent Predictions
Emily Black · Klas Leino · Matt Fredrikson
Poster
Mon 10:30 DISSECT: Disentangled Simultaneous Explanations via Concept Traversals
Asma Ghandeharioun · Been Kim · Chun-Liang Li · Brendan Jou · Brian Eoff · Rosalind Picard
Poster
Thu 2:30 Post hoc Explanations may be Ineffective for Detecting Unknown Spurious Correlation
Julius Adebayo · Michael Muelly · Harold Abelson · Been Kim
Poster
Mon 10:30 DEGREE: Decomposition Based Explanation for Graph Neural Networks
Qizhang Feng · Ninghao Liu · Fan Yang · Ruixiang Tang · Mengnan Du · Xia Hu
Poster
Thu 10:30 Axiomatic Explanations for Visual Search, Retrieval, and Similarity Learning
Mark Hamilton · Scott Lundberg · Stephanie Fu · Lei Zhang · William Freeman
Poster
Tue 10:30 An Explanation of In-context Learning as Implicit Bayesian Inference
Sang Michael Xie · Aditi Raghunathan · Percy Liang · Tengyu Ma
Poster
Tue 2:30 Fooling Explanations in Text Classifiers
Adam Ivankay · Ivan Girardi · Chiara Marchiori · Pascal Frossard
Poster
Thu 10:30 Explanations of Black-Box Models based on Directional Feature Interactions
Aria Masoomi · Davin Hill · Zhonghui Xu · Craig Hersh · Edwin Silverman · Peter Castaldi · Stratis Ioannidis · Jennifer Dy
Workshop
Global Counterfactual Explanations: Investigations, Implementations and Improvements
Dan Ley · Saumitra Mishra · Daniele Magazzeni
Workshop
ConceptDistil: Model-Agnostic Distillation of Concept Explanations
João Pedro Sousa · Ricardo Moreira · Vladimir Balayan · Pedro Saleiro · Pedro Bizarro
Workshop
Rethinking Stability for Attribution-based Explanations
Chirag Agarwal · Nari Johnson · Martin Pawelczyk · Satyapriya Krishna · Eshika Saxena · Marinka Zitnik · Hima Lakkaraju