Adversarial Example

TensorShield: Tensor-based Defense Against Adversarial Attacks on Images

Authors: Negin Entezari, Evangelos E. Papalexakis | Published: 2020-02-18
Performance Evaluation
Adversarial Example
Defense Method
2020.02.18 2025.05.28
Literature Database

Scalable Quantitative Verification For Deep Neural Networks

Authors: Teodora Baluta, Zheng Leong Chua, Kuldeep S. Meel, Prateek Saxena | Published: 2020-02-17 | Updated: 2021-03-23
Robustness Evaluation
Efficient Proof System
Adversarial Example
2020.02.17 2025.05.28
Literature Database

More Data Can Expand the Generalization Gap Between Adversarially Robust and Standard Models

Authors: Lin Chen, Yifei Min, Mingrui Zhang, Amin Karbasi | Published: 2020-02-11 | Updated: 2020-08-15
Robustness Evaluation
Adversarial Example
Adversarial Training
2020.02.11 2025.05.28
Literature Database

Fundamental Tradeoffs between Invariance and Sensitivity to Adversarial Perturbations

Authors: Florian Tramèr, Jens Behrmann, Nicholas Carlini, Nicolas Papernot, Jörn-Henrik Jacobsen | Published: 2020-02-11 | Updated: 2020-08-04
Robustness Evaluation
Adversarial Example
Adversarial attack
2020.02.11 2025.05.28
Literature Database

Input Validation for Neural Networks via Runtime Local Robustness Verification

Authors: Jiangchao Liu, Liqian Chen, Antoine Mine, Ji Wang | Published: 2020-02-09 | Updated: 2024-02-13
Robustness Improvement Method
Adversarial Example
Adversarial Perturbation Techniques
2020.02.09 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

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

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
Bayesian Classification
Poisoning
Adversarial Example
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
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