Title
With False Friends Like These, Who Can Notice Mistakes?AAAI Conference on Artificial Intelligence (AAAI), 2020 Lue Tao Lei Feng Jinfeng Yi Songcan Chen AAML 193 6 0 29 Dec 2020
Self-Progressing Robust TrainingAAAI Conference on Artificial Intelligence (AAAI), 2020 Minhao Cheng Pin-Yu Chen Sijia Liu Shiyu Chang Cho-Jui Hsieh Payel Das AAML VLM 104 9 0 22 Dec 2020
Data-Dependent Randomized Smoothing Motasem Alfarra Adel Bibi Juil Sock Guohao Li UQCV 244 39 0 08 Dec 2020
Learning to Separate Clusters of Adversarial Representations for Robust Adversarial Detection Byunggill Joe Jihun Hamm Sung Ju Hwang Sooel Son I. Shin AAML OOD 113 0 0 07 Dec 2020
How Robust are Randomized Smoothing based Defenses to Data Poisoning?Computer Vision and Pattern Recognition (CVPR), 2020 Akshay Mehra B. Kailkhura Pin-Yu Chen Jihun Hamm OOD AAML 210 33 0 02 Dec 2020
Deterministic Certification to Adversarial Attacks via Bernstein Polynomial Approximation Ching-Chia Kao Jhe-Bang Ko Chun-Shien Lu AAML 126 1 0 28 Nov 2020
Almost Tight L0-norm Certified Robustness of Top-k Predictions against Adversarial PerturbationsInternational Conference on Learning Representations (ICLR), 2020 Jinyuan Jia Binghui Wang Xiaoyu Cao Hongbin Liu Neil Zhenqiang Gong 153 25 0 15 Nov 2020
Tailoring: encoding inductive biases by optimizing unsupervised objectives at prediction timeNeural Information Processing Systems (NeurIPS), 2020 Ferran Alet Maria Bauza Kenji Kawaguchi Nurullah Giray Kuru Tomas Lozano-Perez L. Kaelbling AI4CE 167 16 0 22 Sep 2020
SoK: Certified Robustness for Deep Neural NetworksIEEE Symposium on Security and Privacy (IEEE S&P), 2020 Linyi Li Tao Xie Yue Liu AAML 492 140 0 09 Sep 2020
Membership Leakage in Label-Only ExposuresConference on Computer and Communications Security (CCS), 2020 Zheng Li Yang Zhang 168 279 0 30 Jul 2020
Opportunities and Challenges in Deep Learning Adversarial Robustness: A Survey S. Silva Peyman Najafirad AAML OOD 183 145 0 01 Jul 2020
Adversarial Feature Desensitization P. Bashivan Reza Bayat Adam Ibrahim Kartik Ahuja Mojtaba Faramarzi Touraj Laleh Blake A. Richards Irina Rish AAML 148 22 0 08 Jun 2020
Consistency Regularization for Certified Robustness of Smoothed Classifiers Jongheon Jeong Jinwoo Shin AAML 194 94 0 07 Jun 2020
Enhancing Certified Robustness via Smoothed Weighted Ensembling Chizhou Liu Yunzhen Feng Ranran Wang Bin Dong AAML 141 12 0 19 May 2020
Denoised Smoothing: A Provable Defense for Pretrained Classifiers Hadi Salman Mingjie Sun Greg Yang Ashish Kapoor J. Zico Kolter 158 23 0 04 Mar 2020
Certified Defense to Image Transformations via Randomized SmoothingNeural Information Processing Systems (NeurIPS), 2020 Marc Fischer Maximilian Baader Martin Vechev AAML 359 71 0 27 Feb 2020
TSS: Transformation-Specific Smoothing for Robustness CertificationConference on Computer and Communications Security (CCS), 2020 Linyi Li Maurice Weber Xiaojun Xu Luka Rimanic B. Kailkhura Tao Xie Ce Zhang Yue Liu AAML 312 61 0 27 Feb 2020
Randomized Smoothing of All Shapes and SizesInternational Conference on Machine Learning (ICML), 2020 Greg Yang Tony Duan J. E. Hu Hadi Salman Ilya P. Razenshteyn Jungshian Li AAML 271 225 0 19 Feb 2020
$Random Smoothing Might be Unable to Certify $\ell_\infty$ Robustness for High-Dimensional Images$ Random Smoothing Might be Unable to Certify $\ell_\infty$ Robustness for High-Dimensional ImagesJournal of machine learning research (JMLR), 2020 Avrim Blum Travis Dick N. Manoj Hongyang R. Zhang AAML 164 81 0 10 Feb 2020
MMA Training: Direct Input Space Margin Maximization through Adversarial Training G. Ding Yash Sharma Kry Yik-Chau Lui Ruitong Huang AAML 188 292 0 06 Dec 2018