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Poster
Tue 10:30 Do Users Benefit From Interpretable Vision? A User Study, Baseline, And Dataset
Leon Sixt · Martin Schuessler · Oana-Iuliana Popescu · Philipp Weiß · Tim Landgraf
Poster
Tue 10:30 POETREE: Interpretable Policy Learning with Adaptive Decision Trees
Alizée Pace · Alex Chan · Mihaela van der Schaar
Poster
Thu 18:30 Reverse Engineering of Imperceptible Adversarial Image Perturbations
Yifan Gong · Yuguang Yao · Yize Li · Yimeng Zhang · Xiaoming Liu · Xue Lin · Sijia Liu
Poster
Mon 2:30 Energy-Based Learning for Cooperative Games, with Applications to Valuation Problems in Machine Learning
Yatao Bian · Yu Rong · Tingyang Xu · Jiaxiang Wu · Andreas Krause · Junzhou Huang
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
Tue 18:30 Discovering Invariant Rationales for Graph Neural Networks
Ying-Xin Wu · Xiang Wang · An Zhang · Xiangnan He · Tat-Seng Chua
Poster
Mon 10:30 DISSECT: Disentangled Simultaneous Explanations via Concept Traversals
Asma Ghandeharioun · Been Kim · Chun-Liang Li · Brendan Jou · Brian Eoff · Rosalind Picard
Spotlight
Wed 18:30 NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning
Chun-Hao Chang · Rich Caruana · Anna Goldenberg
Poster
Wed 18:30 NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning
Chun-Hao Chang · Rich Caruana · Anna Goldenberg
Poster
Thu 10:30 Hidden Convexity of Wasserstein GANs: Interpretable Generative Models with Closed-Form Solutions
Arda Sahiner · Tolga Ergen · Batu Ozturkler · Burak Bartan · John M Pauly · Morteza Mardani · Mert Pilanci
Invited Talk
Mon 9:00 Beyond interpretability: developing a language to shape our relationships with AI
Been Kim