Curse of Dimensionality on Randomized Smoothing for Certifiable Robustness
Authors: Aounon Kumar, Alexander Levine, Tom Goldstein, Soheil Feizi | Published: 2020-02-08 | Updated: 2020-08-14
Analysis of Random Perturbations for Robust Convolutional Neural Networks
Authors: Adam Dziedzic, Sanjay Krishnan | Published: 2020-02-08 | Updated: 2020-06-07
Certified Robustness to Label-Flipping Attacks via Randomized Smoothing
Authors: Elan Rosenfeld, Ezra Winston, Pradeep Ravikumar, J. Zico Kolter | Published: 2020-02-07 | Updated: 2020-08-11
Renofeation: A Simple Transfer Learning Method for Improved Adversarial Robustness
Authors: Ting-Wu Chin, Cha Zhang, Diana Marculescu | Published: 2020-02-07 | Updated: 2021-04-28
MDLdroid: a ChainSGD-reduce Approach to Mobile Deep Learning for Personal Mobile Sensing
Authors: Yu Zhang, Tao Gu, Xi Zhang | Published: 2020-02-07 | Updated: 2020-02-15
Manipulating Reinforcement Learning: Poisoning Attacks on Cost Signals
Authors: Yunhan Huang, Quanyan Zhu | Published: 2020-02-07 | Updated: 2020-07-20
Assessing the Adversarial Robustness of Monte Carlo and Distillation Methods for Deep Bayesian Neural Network Classification
Authors: Meet P. Vadera, Satya Narayan Shukla, Brian Jalaian, Benjamin M. Marlin | Published: 2020-02-07
Can’t Boil This Frog: Robustness of Online-Trained Autoencoder-Based Anomaly Detectors to Adversarial Poisoning Attacks
Authors: Moshe Kravchik, Asaf Shabtai | Published: 2020-02-07
Equivalence relations and $L^p$ distances between time series with application to the Black Summer Australian bushfires
Authors: Nick James, Max Menzies | Published: 2020-02-07 | Updated: 2023-02-28
Over-the-Air Adversarial Attacks on Deep Learning Based Modulation Classifier over Wireless Channels
Authors: Brian Kim, Yalin E. Sagduyu, Kemal Davaslioglu, Tugba Erpek, Sennur Ulukus | Published: 2020-02-05 | Updated: 2020-02-13