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Poster
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Mon 9:00 |
Sparse encoding for more-interpretable feature-selecting representations in probabilistic matrix factorization Joshua Chang · Patrick A Fletcher · Jungmin Han · Ted Chang · Shashaank Vattikuti · Bart Desmet · Ayah Zirikly · Carson Chow |
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Poster
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Wed 17:00 |
Evaluations and Methods for Explanation through Robustness Analysis Cheng-Yu Hsieh · Chih-Kuan Yeh · Xuanqing Liu · Pradeep K Ravikumar · Seungyeon Kim · Sanjiv Kumar · Cho-Jui Hsieh |
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Poster
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Thu 17:00 |
Evaluation of Similarity-based Explanations Kazuaki Hanawa · Sho Yokoi · Satoshi Hara · Kentaro Inui |
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Poster
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Mon 1:00 |
Rethinking the Role of Gradient-based Attribution Methods for Model Interpretability Suraj Srinivas · François Fleuret |
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Poster
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Tue 1:00 |
Exemplary Natural Images Explain CNN Activations Better than State-of-the-Art Feature Visualization Judith Borowski · Roland Zimmermann · Judith Schepers · Robert Geirhos · Thomas S Wallis · Matthias Bethge · Wieland Brendel |
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Poster
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Tue 9:00 |
Interpreting Knowledge Graph Relation Representation from Word Embeddings Carl Allen · Ivana Balazevic · Timothy Hospedales |
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Poster
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Tue 1:00 |
Image GANs meet Differentiable Rendering for Inverse Graphics and Interpretable 3D Neural Rendering Yuxuan Zhang · Wenzheng Chen · Huan Ling · Jun Gao · Yinan Zhang · Antonio Torralba · Sanja Fidler |
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Oral
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Mon 5:30 |
Rethinking the Role of Gradient-based Attribution Methods for Model Interpretability Suraj Srinivas · François Fleuret |
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Poster
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Mon 9:00 |
Using latent space regression to analyze and leverage compositionality in GANs Lucy Chai · Jonas Wulff · Phillip Isola |
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Poster
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Wed 9:00 |
Interpreting Graph Neural Networks for NLP With Differentiable Edge Masking Michael Schlichtkrull · Nicola De Cao · Ivan Titov |
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Poster
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Thu 17:00 |
A Learning Theoretic Perspective on Local Explainability Jeffrey Li · Vaishnavh Nagarajan · Gregory Plumb · Ameet Talwalkar |
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Poster
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Wed 17:00 |
NBDT: Neural-Backed Decision Tree Alvin Wan · Lisa Dunlap · Daniel Ho · Jihan Yin · Scott Lee · Suzanne Petryk · Sarah A Bargal · Joseph E Gonzalez |