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38 Results

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Poster
Wed 17:00 BERTology Meets Biology: Interpreting Attention in Protein Language Models
Jesse Vig · Ali Madani · Lav R Varshney · Caiming Xiong · Richard Socher · Nazneen Rajani
Poster
Mon 1:00 Rethinking the Role of Gradient-based Attribution Methods for Model Interpretability
Suraj Srinivas · François Fleuret
Poster
Mon 1:00 A Unified Approach to Interpreting and Boosting Adversarial Transferability
Xin Wang · Jie Ren · Shuyun Lin · Xiangming Zhu · Yisen Wang · Quanshi Zhang
Spotlight
Tue 3:25 Interpreting Graph Neural Networks for NLP With Differentiable Edge Masking
Michael Schlichtkrull · Nicola De Cao · Ivan Titov
Poster
Mon 9:00 Using latent space regression to analyze and leverage compositionality in GANs
Lucy Chai · Jonas Wulff · Phillip Isola
Poster
Wed 9:00 Interpreting Graph Neural Networks for NLP With Differentiable Edge Masking
Michael Schlichtkrull · Nicola De Cao · Ivan Titov
Poster
Mon 9:00 Selectivity considered harmful: evaluating the causal impact of class selectivity in DNNs
Matthew Leavitt · Ari Morcos
Poster
Wed 1:00 Explaining by Imitating: Understanding Decisions by Interpretable Policy Learning
Alihan Hüyük · Daniel Jarrett · Cem Tekin · Mihaela van der Schaar
Poster
Tue 9:00 Getting a CLUE: A Method for Explaining Uncertainty Estimates
Javier Antorán · Umang Bhatt · Tameem Adel · Adrian Weller · José Miguel Hernández Lobato
Poster
Tue 17:00 Debiasing Concept-based Explanations with Causal Analysis
Mohammad Taha Bahadori · David Heckerman
Poster
Wed 9:00 Property Controllable Variational Autoencoder via Invertible Mutual Dependence
Xiaojie Guo · Yuanqi Du · Liang Zhao
Poster
Thu 17:00 Convex Regularization behind Neural Reconstruction
Arda Sahiner · Morteza Mardani · Batu Ozturkler · Mert Pilanci · John M Pauly