Provable Robustness of Adversarial Training for Learning Halfspaces with
Noise

Provable Robustness of Adversarial Training for Learning Halfspaces with Noise

19 April 2021

Quanquan Gu

Papers citing "Provable Robustness of Adversarial Training for Learning Halfspaces with Noise"

9 / 9 papers shown

Title
The Complexity of Adversarially Robust Proper Learning of Halfspaces with Agnostic Noise Ilias Diakonikolas D. Kane Pasin Manurangsi 57 19 0 30 Jul 2020
Non-Convex SGD Learns Halfspaces with Adversarial Label Noise Ilias Diakonikolas Vasilis Kontonis Christos Tzamos Nikos Zarifis 33 28 0 11 Jun 2020
Efficiently Learning Adversarially Robust Halfspaces with Noise Omar Montasser Surbhi Goel Ilias Diakonikolas Nathan Srebro 42 32 0 15 May 2020
Over-parameterized Adversarial Training: An Analysis Overcoming the Curse of Dimensionality Yi Zhang Orestis Plevrakis S. Du Xingguo Li Zhao Song Sanjeev Arora 98 51 0 16 Feb 2020
Learning Halfspaces with Massart Noise Under Structured Distributions Ilias Diakonikolas Vasilis Kontonis Christos Tzamos Nikos Zarifis 42 60 0 13 Feb 2020
Certified Adversarial Robustness via Randomized Smoothing Jeremy M. Cohen Elan Rosenfeld J. Zico Kolter AAML 120 2,018 0 08 Feb 2019
Adversarial Machine Learning at Scale Alexey Kurakin Ian Goodfellow Samy Bengio AAML 458 3,124 0 04 Nov 2016
Towards Evaluating the Robustness of Neural Networks Nicholas Carlini D. Wagner OOD AAML 193 8,513 0 16 Aug 2016
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 211 14,831 1 21 Dec 2013