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28 Results
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Oral
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Tue 14:00 |
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness Robert Geirhos · Patricia Rubisch · Claudio Michaelis · Matthias Bethge · Felix Wichmann · Wieland Brendel |
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Oral
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Tue 13:45 |
Learning Robust Representations by Projecting Superficial Statistics Out Haohan Wang · Zexue He · Zachary Lipton · Eric P Xing |
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Poster
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Tue 14:30 |
Rigorous Agent Evaluation: An Adversarial Approach to Uncover Catastrophic Failures Jonathan Uesato · Ananya Kumar · Csaba Szepesvari · Tom Erez · Avraham Ruderman · Keith Anderson · Krishnamurthy Dvijotham · Nicolas Heess · Pushmeet Kohli |
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Poster
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Tue 14:30 |
Towards the first adversarially robust neural network model on MNIST Lukas Schott · Jonas Rauber · Matthias Bethge · Wieland Brendel |
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Poster
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Tue 14:30 |
Cost-Sensitive Robustness against Adversarial Examples Xiao Zhang · David Evans |
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Poster
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Tue 14:30 |
Robust Conditional Generative Adversarial Networks Grigorios Chrysos · Jean Kossaifi · Stefanos Zafeiriou |
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Poster
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Tue 14:30 |
Robustness May Be at Odds with Accuracy Dimitris Tsipras · Shibani Santurkar · Logan Engstrom · Alexander Turner · Aleksander Madry |
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Poster
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Wed 14:30 |
Towards Robust, Locally Linear Deep Networks Guang-He Lee · David Alvarez-Melis · Tommi Jaakkola |
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Poster
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Tue 14:30 |
A Direct Approach to Robust Deep Learning Using Adversarial Networks huaxia wang · Chun-Nam Yu |
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Poster
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Tue 14:30 |
Verification of Non-Linear Specifications for Neural Networks Chongli Qin · Krishnamurthy Dvijotham · Brendan ODonoghue · Rudy R Bunel · Robert Stanforth · Sven Gowal · Jonathan Uesato · Grzegorz Swirszcz · Pushmeet Kohli |
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Poster
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Wed 14:30 |
signSGD with Majority Vote is Communication Efficient and Fault Tolerant Jeremy Bernstein · Jiawei Zhao · Kamyar Azizzadenesheli · Anima Anandkumar |
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Oral
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Wed 8:15 |
Deterministic Variational Inference for Robust Bayesian Neural Networks Anqi Wu · Sebastian Nowozin · Ted Meeds · Richard E Turner · José Miguel Hernández Lobato · Alexander Gaunt |