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Oral
Thu Jun 13 09:00 AM -- 09:20 AM (PDT) @ Grand Ballroom
Neural Network Attributions: A Causal Perspective
In Interpretability
Aditya Chattopadhyay · Piyushi Manupriya · Anirban Sarkar · Vineeth N Balasubramanian
Oral
Thu Jun 13 09:20 AM -- 09:25 AM (PDT) @ Grand Ballroom
Towards a Deep and Unified Understanding of Deep Neural Models in NLP
In Interpretability
Chaoyu Guan · Xiting Wang · Quanshi Zhang · Runjin Chen · Di He · Xing Xie
[ Slides] 
Oral
Thu Jun 13 09:25 AM -- 09:30 AM (PDT) @ Grand Ballroom
Explaining Deep Neural Networks with a Polynomial Time Algorithm for Shapley Value Approximation
In Interpretability
Marco Ancona · Cengiz Oztireli · Markus Gross
[ Slides] 
Oral
Thu Jun 13 09:30 AM -- 09:35 AM (PDT) @ Grand Ballroom
Functional Transparency for Structured Data: a Game-Theoretic Approach
In Interpretability
Guang-He Lee · Wengong Jin · David Alvarez-Melis · Tommi Jaakkola
[ Slides] 
Oral
Thu Jun 13 09:35 AM -- 09:40 AM (PDT) @ Grand Ballroom
Exploring interpretable LSTM neural networks over multi-variable data
In Interpretability
Tian Guo · Tao Lin · Nino Antulov-Fantulin
[ Slides] 
Oral
Thu Jun 13 09:40 AM -- 10:00 AM (PDT) @ Grand Ballroom
TensorFuzz: Debugging Neural Networks with Coverage-Guided Fuzzing
In Interpretability
Augustus Odena · Catherine Olsson · David Andersen · Ian Goodfellow
Oral
Thu Jun 13 10:00 AM -- 10:05 AM (PDT) @ Grand Ballroom
Gaining Free or Low-Cost Interpretability with Interpretable Partial Substitute
In Interpretability
Tong Wang
[ Slides] 
Oral
Thu Jun 13 10:05 AM -- 10:10 AM (PDT) @ Grand Ballroom
State-Regularized Recurrent Neural Networks
In Interpretability
Cheng Wang · Mathias Niepert
[ Slides] 
Oral
Thu Jun 13 10:10 AM -- 10:15 AM (PDT) @ Grand Ballroom
Understanding Impacts of High-Order Loss Approximations and Features in Deep Learning Interpretation
In Interpretability
Sahil Singla · Eric Wallace · Shi Feng · Soheil Feizi
[ Slides] 
Oral
Thu Jun 13 10:15 AM -- 10:20 AM (PDT) @ Grand Ballroom
On the Connection Between Adversarial Robustness and Saliency Map Interpretability
In Interpretability
Christian Etmann · Sebastian Lunz · Peter Maass · Carola-Bibiane Schönlieb
[ Slides]