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Workshop
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EH-DNAS: End-to-End Hardware-aware Differentiable Neural Architecture Search
Qian Jiang · Xiaofan Zhang · Deming Chen · Minh Do · Raymond A. Yeh
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Workshop
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A Theoretical Perspective on the Robustness of Feature Extractors
Arjun Nitin Bhagoji · Daniel Cullina · Ben Zhao
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Workshop
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Fri 14:00
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Outstanding Paper: Interpreting Robustness Proofs of Deep Neural Networks - Debangshu Banerjee, Avaljot Singh, Gagandeep Singh
Debangshu Banerjee
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Poster
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Thu 16:30
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Certified Robust Neural Networks: Generalization and Corruption Resistance
Amine Bennouna · Ryan Lucas · Bart Van Parys
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Poster
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Wed 14:00
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LipsNet: A Smooth and Robust Neural Network with Adaptive Lipschitz Constant for High Accuracy Optimal Control
Xujie Song · Jingliang Duan · Wenxuan Wang · Shengbo Li · Chen Chen · Bo Cheng · Bo Zhang · Junqing Wei · Xiaoming (Simon) Wang
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Poster
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Wed 14:00
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Beyond the Universal Law of Robustness: Sharper Laws for Random Features and Neural Tangent Kernels
Simone Bombari · Shayan Kiyani · Marco Mondelli
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Workshop
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Rethinking Label Poisoning for GNNs: Pitfalls and Attacks
Vijay Lingam · Mohammad Sadegh Akhondzadeh · Aleksandar Bojchevski
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Oral
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Tue 21:02
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Beyond the Universal Law of Robustness: Sharper Laws for Random Features and Neural Tangent Kernels
Simone Bombari · Shayan Kiyani · Marco Mondelli
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Workshop
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Rethinking Label Poisoning for GNNs: Pitfalls and Attacks
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Workshop
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A Simple and Yet Fairly Effective Defense for Graph Neural Networks
Sofiane ENNADIR · Yassine Abbahaddou · Michalis Vazirgiannis · Henrik Boström
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Poster
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Wed 14:00
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BNN-DP: Robustness Certification of Bayesian Neural Networks via Dynamic Programming
Steven Adams · Andrea Patane · Morteza Lahijanian · Luca Laurenti
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Poster
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Tue 14:00
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A Robust Optimisation Perspective on Counterexample-Guided Repair of Neural Networks
David Boetius · Stefan Leue · Tobias Sutter
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