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15 Results

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Poster
Thu 2:30 On the Pitfalls of Analyzing Individual Neurons in Language Models
Omer Antverg · Yonatan Belinkov
Workshop
Interpretable Climate Change Modeling with Progressive Cascade Networks
Charles Anderson · Jason Stock · David Anderson
Workshop
Sparse Neural Additive Model: Interpretable Deep Learning with Feature Selection via Group Sparsity
Shiyun Xu · Zhiqi Bu · Pratik A Chaudhari · Ian Barnett
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
Wed 2:30 Model Agnostic Interpretability for Multiple Instance Learning
Joseph Early · Christine Evers · Sarvapali Ramchurn
Poster
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
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
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
Workshop
Fri 8:45 Model Interpretability as Key Trust Element for Onboard Science Autonomy
Lukas Mandrake
Workshop
Variational Interpretable Deep Canonical Correlation Analysis
Lin Qiu · Lynn Lin · Vernon Chinchilli
Workshop
Fri 15:30 Panel discussion on the future of model interpretability in the Earth and Space Sciences
Andrew Ross · Leilani Gilpin · Natasha Dudek · Antonios Mamalakis · Karianne Bergen