Robustness

Towards Resilient Artificial Intelligence: Survey and Research Issues

Authors: Oliver Eigner, Sebastian Eresheim, Peter Kieseberg, Lukas Daniel Klausner, Martin Pirker, Torsten Priebe, Simon Tjoa, Fiammetta Marulli, Francesco Mercaldo | Published: 2021-09-18
Robustness
Future Research
Adversarial attack
2021.09.18 2025.05.28
Literature Database

Advances in adversarial attacks and defenses in computer vision: A survey

Authors: Naveed Akhtar, Ajmal Mian, Navid Kardan, Mubarak Shah | Published: 2021-08-01 | Updated: 2021-09-02
Backdoor Attack
Robustness
Adversarial Example
2021.08.01 2025.05.28
Literature Database

A Decentralized Federated Learning Framework via Committee Mechanism with Convergence Guarantee

Authors: Chunjiang Che, Xiaoli Li, Chuan Chen, Xiaoyu He, Zibin Zheng | Published: 2021-08-01 | Updated: 2022-09-08
Algorithm
Robustness
Federated Learning
2021.08.01 2025.05.28
Literature Database

Unveiling the potential of Graph Neural Networks for robust Intrusion Detection

Authors: David Pujol-Perich, José Suárez-Varela, Albert Cabellos-Aparicio, Pere Barlet-Ros | Published: 2021-07-30
ML-Based IDS
Robustness
Machine Learning Algorithm
2021.07.30 2025.05.28
Literature Database

Principles for Evaluation of AI/ML Model Performance and Robustness

Authors: Olivia Brown, Andrew Curtis, Justin Goodwin | Published: 2021-07-06
Model Performance Evaluation
Robustness
Robustness Evaluation
2021.07.06 2025.05.28
Literature Database

Certifiably Robust Interpretation via Renyi Differential Privacy

Authors: Ao Liu, Xiaoyu Chen, Sijia Liu, Lirong Xia, Chuang Gan | Published: 2021-07-04
Privacy Analysis
Robustness
Computational Efficiency
2021.07.04 2025.05.28
Literature Database

Robust and Fully-Dynamic Coreset for Continuous-and-Bounded Learning (With Outliers) Problems

Authors: Zixiu Wang, Yiwen Guo, Hu Ding | Published: 2021-06-30 | Updated: 2022-01-21
Core Set Construction
Robustness
Machine Learning Method
2021.06.30 2025.05.28
Literature Database

Enhancing Mixup-based Semi-Supervised Learning with Explicit Lipschitz Regularization

Authors: Prashnna Kumar Gyawali, Sandesh Ghimire, Linwei Wang | Published: 2020-09-23
Robustness
Adversarial Example
Generative Model
2020.09.23 2025.05.28
Literature Database

Detection of Iterative Adversarial Attacks via Counter Attack

Authors: Matthias Rottmann, Kira Maag, Mathis Peyron, Natasa Krejic, Hanno Gottschalk | Published: 2020-09-23 | Updated: 2021-03-23
Robustness
Information Security
Selection and Evaluation of Optimization Algorithms
2020.09.23 2025.05.28
Literature Database

Semantics-Preserving Adversarial Training

Authors: Wonseok Lee, Hanbit Lee, Sang-goo Lee | Published: 2020-09-23
Poisoning
Robustness
Generative Model
2020.09.23 2025.05.28
Literature Database
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