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107 Results
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Workshop
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An "interpretable-by-design" neural network to decipher RNA splicing regulatory logic Susan Liao · Mukund Sudarshan · Oded Regev |
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Poster
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Wed 14:00 |
LieGG: Studying Learned Lie Group Generators Artem Moskalev · Anna Sepliarskaia · Ivan Sosnovik · Arnold Smeulders |
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Poster
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Wed 9:00 |
Explaining Preferences with Shapley Values Robert Hu · Siu Lun Chau · Jaime Ferrando Huertas · Dino Sejdinovic |
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Poster
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Tue 14:00 |
Contrastive and Non-Contrastive Self-Supervised Learning Recover Global and Local Spectral Embedding Methods Randall Balestriero · Yann LeCun |
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Poster
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Tue 14:00 |
Consistent Sufficient Explanations and Minimal Local Rules for explaining the decision of any classifier or regressor Salim I. Amoukou · Nicolas Brunel |
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Poster
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Tue 9:00 |
AgraSSt: Approximate Graph Stein Statistics for Interpretable Assessment of Implicit Graph Generators Wenkai Xu · Gesine D Reinert |
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Poster
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Wed 14:00 |
Scalable Interpretability via Polynomials Abhimanyu Dubey · Filip Radenovic · Dhruv Mahajan |
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Poster
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Thu 14:00 |
Semi-Supervised Learning with Decision Trees: Graph Laplacian Tree Alternating Optimization Arman Zharmagambetov · Miguel A. Carreira-Perpinan |
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Poster
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Thu 14:00 |
VICE: Variational Interpretable Concept Embeddings Lukas Muttenthaler · Charles Zheng · Patrick McClure · Robert Vandermeulen · Martin N Hebart · Francisco Pereira |
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Poster
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Wed 9:00 |
Neural Basis Models for Interpretability Filip Radenovic · Abhimanyu Dubey · Dhruv Mahajan |
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Poster
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Wed 9:00 |
Evaluation beyond Task Performance: Analyzing Concepts in AlphaZero in Hex Charles Lovering · Jessica Forde · George Konidaris · Ellie Pavlick · Michael Littman |
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Poster
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Thu 9:00 |
Benchmarking Heterogeneous Treatment Effect Models through the Lens of Interpretability Jonathan Crabbé · Alicia Curth · Ioana Bica · Mihaela van der Schaar |