Search All 2022 Events
 

107 Results

<<   <   Page 1 of 9   >   >>
Workshop
An "interpretable-by-design" neural network to decipher RNA splicing regulatory logic
Susan Liao · Mukund Sudarshan · Oded Regev
Poster
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
Poster
Thu 14:00 Repairing Neural Networks by Leaving the Right Past Behind
Ryutaro Tanno · Melanie F. Pradier · Aditya Nori · Yingzhen Li
Poster
Thu 9:00 Sparsity in Continuous-Depth Neural Networks
Hananeh Aliee · Till Richter · Mikhail Solonin · Ignacio Ibarra · Fabian Theis · Niki Kilbertus
Poster
Thu 9:00 LISA: Learning Interpretable Skill Abstractions from Language
Divyansh Garg · Skanda Vaidyanath · Kuno Kim · Jiaming Song · Stefano Ermon
Poster
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
Poster
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
Poster
Tue 9:00 WeightedSHAP: analyzing and improving Shapley based feature attributions
Yongchan Kwon · James Zou
Poster
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
Poster
Wed 9:00 Evaluation beyond Task Performance: Analyzing Concepts in AlphaZero in Hex
Charles Lovering · Jessica Forde · George Konidaris · Ellie Pavlick · Michael Littman
Poster
Tue 9:00 GlanceNets: Interpretable, Leak-proof Concept-based Models
Emanuele Marconato · Andrea Passerini · Stefano Teso
Poster
Thu 9:00 Benchmarking Heterogeneous Treatment Effect Models through the Lens of Interpretability
Jonathan Crabbé · Alicia Curth · Ioana Bica · Mihaela van der Schaar