FTT-NAS: Discovering Fault-Tolerant Convolutional Neural Architecture
Authors: Xuefei Ning, Guangjun Ge, Wenshuo Li, Zhenhua Zhu, Yin Zheng, Xiaoming Chen, Zhen Gao, Yu Wang, Huazhong Yang | Published: 2020-03-20 | Updated: 2021-04-12
ロバスト性
One Neuron to Fool Them All
Authors: Anshuman Suri, David Evans | Published: 2020-03-20 | Updated: 2020-06-09
Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations
Authors: Huan Zhang, Hongge Chen, Chaowei Xiao, Bo Li, Mingyan Liu, Duane Boning, Cho-Jui Hsieh | Published: 2020-03-19 | Updated: 2021-07-14
RAB: Provable Robustness Against Backdoor Attacks
Authors: Maurice Weber, Xiaojun Xu, Bojan Karlaš, Ce Zhang, Bo Li | Published: 2020-03-19 | Updated: 2023-08-03
Certified Defenses for Adversarial Patches
Authors: Ping-Yeh Chiang, Renkun Ni, Ahmed Abdelkader, Chen Zhu, Christoph Studer, Tom Goldstein | Published: 2020-03-14 | Updated: 2020-09-25
Manifold Regularization for Locally Stable Deep Neural Networks
Authors: Charles Jin, Martin Rinard | Published: 2020-03-09 | Updated: 2020-09-22
Adversarial VC-dimension and Sample Complexity of Neural Networks
Authors: Zetong Qi, T. J. Wilder | Published: 2019-12-18
MimicGAN: Robust Projection onto Image Manifolds with Corruption Mimicking
Authors: Rushil Anirudh, Jayaraman J. Thiagarajan, Bhavya Kailkhura, Timo Bremer | Published: 2019-12-16 | Updated: 2020-04-30
Constructing a provably adversarially-robust classifier from a high accuracy one
Authors: Grzegorz Głuch, Rüdiger Urbanke | Published: 2019-12-16
DAmageNet: A Universal Adversarial Dataset
Authors: Sizhe Chen, Xiaolin Huang, Zhengbao He, Chengjin Sun | Published: 2019-12-16