On the Hardness of Robust Classification

On the Hardness of Robust Classification

12 September 2019

Pascale Gourdeau

Marta Z. Kwiatkowska

ArXiv (abs)PDF HTML

Papers citing "On the Hardness of Robust Classification"

18 / 18 papers shown

Title
Faster Repeated Evasion Attacks in Tree Ensembles Lorenzo Cascioli Laurens Devos Ondvrej Kuvzelka Jesse Davis AAML 55 0 0 13 Feb 2024
Detecting Adversarial Directions in Deep Reinforcement Learning to Make Robust Decisions Ezgi Korkmaz Jonah Brown-Cohen AAML 65 9 0 09 Jun 2023
Reliable learning in challenging environments Maria-Florina Balcan Steve Hanneke Rattana Pukdee Dravyansh Sharma OOD 80 6 0 06 Apr 2023
When are Local Queries Useful for Robust Learning? Pascale Gourdeau Varun Kanade Marta Z. Kwiatkowska J. Worrell OOD 86 1 0 12 Oct 2022
Sample Complexity Bounds for Robustly Learning Decision Lists against Evasion Attacks Pascale Gourdeau Varun Kanade Marta Z. Kwiatkowska J. Worrell AAML 52 5 0 12 May 2022
The Many Faces of Adversarial Risk Muni Sreenivas Pydi Varun Jog AAML 71 30 0 22 Jan 2022
Investigating Vulnerabilities of Deep Neural Policies Ezgi Korkmaz AAML 55 34 0 30 Aug 2021
On the (Un-)Avoidability of Adversarial Examples Sadia Chowdhury Ruth Urner AAML 57 1 0 24 Jun 2021
Certification of embedded systems based on Machine Learning: A survey Guillaume Vidot Christophe Gabreau I. Ober Iulian Ober 43 12 0 14 Jun 2021
Who's Afraid of Adversarial Transferability? Ziv Katzir Yuval Elovici SILM AAML 88 9 0 02 May 2021
Query complexity of adversarial attacks Grzegorz Gluch R. Urbanke AAML 56 5 0 02 Oct 2020
Black-box Certification and Learning under Adversarial Perturbations H. Ashtiani Vinayak Pathak Ruth Urner AAML 64 20 0 30 Jun 2020
Efficiently Learning Adversarially Robust Halfspaces with Noise Omar Montasser Surbhi Goel Ilias Diakonikolas Nathan Srebro 89 33 0 15 May 2020
Towards Deep Learning Models Resistant to Large Perturbations Amirreza Shaeiri Rozhin Nobahari M. Rohban OOD AAML 81 12 0 30 Mar 2020
Randomization matters. How to defend against strong adversarial attacks Rafael Pinot Raphael Ettedgui Geovani Rizk Y. Chevaleyre Jamal Atif AAML 114 60 0 26 Feb 2020
Adversarial Risk via Optimal Transport and Optimal Couplings Muni Sreenivas Pydi Varun Jog 85 60 0 05 Dec 2019
On Robustness to Adversarial Examples and Polynomial Optimization Pranjal Awasthi Abhratanu Dutta Aravindan Vijayaraghavan OOD AAML 73 32 0 12 Nov 2019
Lower Bounds for Adversarially Robust PAC Learning Dimitrios I. Diochnos Saeed Mahloujifar Mohammad Mahmoody AAML 80 26 0 13 Jun 2019