Robustness Improvement Method

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
Robustness Improvement Method
Convergence Property
Statistical Testing
2020.02.08 2025.05.28
Literature Database

Analysis of Random Perturbations for Robust Convolutional Neural Networks

Authors: Adam Dziedzic, Sanjay Krishnan | Published: 2020-02-08 | Updated: 2020-06-07
Robustness Improvement Method
Adversarial Example
Adversarial Perturbation Techniques
2020.02.08 2025.05.28
Literature Database

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
Poisoning
Robustness Improvement Method
Continuous Linear Function
2020.02.07 2025.05.28
Literature Database

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
Robustness Improvement Method
Adversarial Example
Adversarial Transferability
2020.02.07 2025.05.28
Literature Database

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
Poisoning
Robustness Improvement Method
Content Specialized for Toxicity Attacks
2020.02.07 2025.05.28
Literature Database

Understanding the Decision Boundary of Deep Neural Networks: An Empirical Study

Authors: David Mickisch, Felix Assion, Florens Greßner, Wiebke Günther, Mariele Motta | Published: 2020-02-05
Robustness Improvement Method
Convergence Property
Adversarial Example
2020.02.05 2025.05.28
Literature Database

Defending Adversarial Attacks via Semantic Feature Manipulation

Authors: Shuo Wang, Tianle Chen, Surya Nepal, Carsten Rudolph, Marthie Grobler, Shangyu Chen | Published: 2020-02-03 | Updated: 2020-04-22
Robustness Improvement Method
Adversarial Example
Effectiveness Analysis of Defense Methods
2020.02.03 2025.05.28
Literature Database

Adversarial Attacks on Convolutional Neural Networks in Facial Recognition Domain

Authors: Yigit Alparslan, Ken Alparslan, Jeremy Keim-Shenk, Shweta Khade, Rachel Greenstadt | Published: 2020-01-30 | Updated: 2021-02-08
Robustness Improvement Method
Adversarial Example
Adversarial Perturbation Techniques
2020.01.30 2025.05.28
Literature Database

Regularization Helps with Mitigating Poisoning Attacks: Distributionally-Robust Machine Learning Using the Wasserstein Distance

Authors: Farhad Farokhi | Published: 2020-01-29
Robustness Improvement Method
Content Specialized for Toxicity Attacks
Continuous Linear Function
2020.01.29 2025.05.28
Literature Database

Interpreting Machine Learning Malware Detectors Which Leverage N-gram Analysis

Authors: William Briguglio, Sherif Saad | Published: 2020-01-27
Robustness Improvement Method
Machine Learning Technology
Feature Extraction Method
2020.01.27 2025.05.28
Literature Database
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