Robustness Evaluation

Understanding Intrinsic Robustness Using Label Uncertainty

Authors: Xiao Zhang, David Evans | Published: 2021-07-07 | Updated: 2022-03-17
Gaussian Mixture Model
Label Uncertainty
Robustness Evaluation
2021.07.07 2025.05.28
Literature Database

On the (Un-)Avoidability of Adversarial Examples

Authors: Sadia Chowdhury, Ruth Urner | Published: 2021-06-24
Robustness Evaluation
Adversarial Example
Machine Learning Algorithm
2021.06.24 2025.05.28
Literature Database

How Does Mixup Help With Robustness and Generalization?

Authors: Linjun Zhang, Zhun Deng, Kenji Kawaguchi, Amirata Ghorbani, James Zou | Published: 2020-10-09 | Updated: 2021-03-17
Poisoning
Robustness Evaluation
Generalization Performance
2020.10.09 2025.05.28
Literature Database

Multi-Step Adversarial Perturbations on Recommender Systems Embeddings

Authors: Vito Walter Anelli, Alejandro Bellogín, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra | Published: 2020-10-03
Robustness Evaluation
Adversarial Perturbation Techniques
Machine Learning Method
2020.10.03 2025.05.28
Literature Database

Do Wider Neural Networks Really Help Adversarial Robustness?

Authors: Boxi Wu, Jinghui Chen, Deng Cai, Xiaofei He, Quanquan Gu | Published: 2020-10-03 | Updated: 2021-08-14
Robustness Evaluation
Adversarial Example
Deep Learning Technology
2020.10.03 2025.05.28
Literature Database

CorrAttack: Black-box Adversarial Attack with Structured Search

Authors: Zhichao Huang, Yaowei Huang, Tong Zhang | Published: 2020-10-03
Robustness Evaluation
Deep Learning Method
Feature Selection Method
2020.10.03 2025.05.28
Literature Database

Query complexity of adversarial attacks

Authors: Grzegorz Głuch, Rüdiger Urbanke | Published: 2020-10-02 | Updated: 2021-02-10
Robustness Evaluation
Deep Learning Method
Computational Complexity
2020.10.02 2025.05.28
Literature Database

An alternative proof of the vulnerability of retrieval in high intrinsic dimensionality neighborhood

Authors: Teddy Furon | Published: 2020-10-02 | Updated: 2022-05-20
Data Management System
Robustness Evaluation
Image Processing
2020.10.02 2025.05.28
Literature Database

Byzantine-Robust Decentralized Stochastic Optimization over Static and Time-Varying Networks

Authors: Jie Peng, Weiyu Li, Qing Ling | Published: 2020-05-12 | Updated: 2020-12-18
Algorithm
Robustness Evaluation
Factors of Performance Degradation
2020.05.12 2025.05.28
Literature Database

Extending Adversarial Attacks to Produce Adversarial Class Probability Distributions

Authors: Jon Vadillo, Roberto Santana, Jose A. Lozano | Published: 2020-04-14 | Updated: 2023-01-25
Robustness Evaluation
Adversarial Example
Adversarial Learning
2020.04.14 2025.05.28
Literature Database
Next page