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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 |
New Definitions and Evaluations for Saliency Methods: Staying Intrinsic, Complete and Sound Arushi Gupta · Nikunj Saunshi · Dingli Yu · Kaifeng Lyu · Sanjeev Arora |
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Poster
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Thu 14:00 |
Repairing Neural Networks by Leaving the Right Past Behind Ryutaro Tanno · Melanie F. Pradier · Aditya Nori · Yingzhen Li |
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Poster
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Thu 9:00 |
Sparsity in Continuous-Depth Neural Networks Hananeh Aliee · Till Richter · Mikhail Solonin · Ignacio Ibarra · Fabian Theis · Niki Kilbertus |
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Poster
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Thu 9:00 |
LISA: Learning Interpretable Skill Abstractions from Language Divyansh Garg · Skanda Vaidyanath · Kuno Kim · Jiaming Song · Stefano Ermon |
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Poster
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Wed 9:00 |
On the Safety of Interpretable Machine Learning: A Maximum Deviation Approach Dennis Wei · Rahul Nair · Amit Dhurandhar · Kush Varshney · Elizabeth Daly · Moninder Singh |
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Poster
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Thu 14:00 |
ProtoVAE: A Trustworthy Self-Explainable Prototypical Variational Model Srishti Gautam · Ahcène Boubekki · Stine Hansen · Suaiba Salahuddin · Robert Jenssen · Marina Höhne · Michael Kampffmeyer |
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Poster
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Tue 9:00 |
WeightedSHAP: analyzing and improving Shapley based feature attributions Yongchan Kwon · James Zou |
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Poster
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Tue 9:00 |
Listen to Interpret: Post-hoc Interpretability for Audio Networks with NMF Jayneel Parekh · Sanjeel Parekh · Pavlo Mozharovskyi · Florence d'Alché-Buc · Gaël Richard |
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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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Tue 9:00 |
GlanceNets: Interpretable, Leak-proof Concept-based Models Emanuele Marconato · Andrea Passerini · Stefano Teso |
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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 |