Robustness Evaluation

TSS: Transformation-Specific Smoothing for Robustness Certification

Authors: Linyi Li, Maurice Weber, Xiaojun Xu, Luka Rimanic, Bhavya Kailkhura, Tao Xie, Ce Zhang, Bo Li | Published: 2020-02-27 | Updated: 2021-11-16
Robustness Evaluation
Impact of Transformation
Statistical Methods
2020.02.27 2025.05.28
Literature Database

Entangled Watermarks as a Defense against Model Extraction

Authors: Hengrui Jia, Christopher A. Choquette-Choo, Varun Chandrasekaran, Nicolas Papernot | Published: 2020-02-27 | Updated: 2021-02-19
DNN IP Protection Method
Robustness Evaluation
Defense Method
2020.02.27 2025.05.28
Literature Database

FMix: Enhancing Mixed Sample Data Augmentation

Authors: Ethan Harris, Antonia Marcu, Matthew Painter, Mahesan Niranjan, Adam Prügel-Bennett, Jonathon Hare | Published: 2020-02-27 | Updated: 2021-02-28
Training Method
Robustness Evaluation
Performance Evaluation
2020.02.27 2025.05.28
Literature Database

Revisiting Ensembles in an Adversarial Context: Improving Natural Accuracy

Authors: Aditya Saligrama, Guillaume Leclerc | Published: 2020-02-26
Robustness Evaluation
Performance Evaluation
Adversarial Training
2020.02.26 2025.05.28
Literature Database

Towards Backdoor Attacks and Defense in Robust Machine Learning Models

Authors: Ezekiel Soremekun, Sakshi Udeshi, Sudipta Chattopadhyay | Published: 2020-02-25 | Updated: 2023-01-11
Backdoor Attack
Poisoning
Robustness Evaluation
2020.02.25 2025.05.28
Literature Database

Adversarial Perturbations Prevail in the Y-Channel of the YCbCr Color Space

Authors: Camilo Pestana, Naveed Akhtar, Wei Liu, David Glance, Ajmal Mian | Published: 2020-02-25
Robustness Evaluation
Adversarial Learning
Defense Method
2020.02.25 2025.05.28
Literature Database

HYDRA: Pruning Adversarially Robust Neural Networks

Authors: Vikash Sehwag, Shiqi Wang, Prateek Mittal, Suman Jana | Published: 2020-02-24 | Updated: 2020-11-10
Robustness Evaluation
Adversarial Training
Optimization Problem
2020.02.24 2025.05.28
Literature Database

Improving the Tightness of Convex Relaxation Bounds for Training Certifiably Robust Classifiers

Authors: Chen Zhu, Renkun Ni, Ping-yeh Chiang, Hengduo Li, Furong Huang, Tom Goldstein | Published: 2020-02-22
Robustness Evaluation
Optimization Problem
Regularization
2020.02.22 2025.05.28
Literature Database

Robustness from Simple Classifiers

Authors: Sharon Qian, Dimitris Kalimeris, Gal Kaplun, Yaron Singer | Published: 2020-02-21
Robustness Evaluation
Adversarial Training
Defense Method
2020.02.21 2025.05.28
Literature Database

Black-Box Certification with Randomized Smoothing: A Functional Optimization Based Framework

Authors: Dinghuai Zhang, Mao Ye, Chengyue Gong, Zhanxing Zhu, Qiang Liu | Published: 2020-02-21 | Updated: 2020-10-20
Robustness Evaluation
Optimization Problem
Defense Method
2020.02.21 2025.05.28
Literature Database
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