Defense Mechanism

Detecting Adversarial Examples Is (Nearly) As Hard As Classifying Them

Authors: Florian Tramèr | Published: 2021-07-24 | Updated: 2022-06-16
Role of Machine Learning
Defense Mechanism
High Difficulty Sample

Membership Inference Attack and Defense for Wireless Signal Classifiers with Deep Learning

Authors: Yi Shi, Yalin E. Sagduyu | Published: 2021-07-22
Proactive Defense
Membership Inference
Defense Mechanism

Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples

Authors: Maura Pintor, Luca Demetrio, Angelo Sotgiu, Ambra Demontis, Nicholas Carlini, Battista Biggio, Fabio Roli | Published: 2021-06-18 | Updated: 2022-10-11
Adversarial Example
Optimization Strategy
Defense Mechanism

PopSkipJump: Decision-Based Attack for Probabilistic Classifiers

Authors: Carl-Johann Simon-Gabriel, Noman Ahmed Sheikh, Andreas Krause | Published: 2021-06-14
Adversarial Attack Methods
Selection and Evaluation of Optimization Algorithms
Defense Mechanism

GRAVITAS: Graphical Reticulated Attack Vectors for Internet-of-Things Aggregate Security

Authors: Jacob Brown, Tanujay Saha, Niraj K. Jha | Published: 2021-05-31
Risk Management
Vulnerability Assessment Method
Defense Mechanism

Real-time Detection of Practical Universal Adversarial Perturbations

Authors: Kenneth T. Co, Luis Muñoz-González, Leslie Kanthan, Emil C. Lupu | Published: 2021-05-16 | Updated: 2021-05-22
UAP Training Method
Adversarial Attack Detection
Defense Mechanism

Incompatibility Clustering as a Defense Against Backdoor Poisoning Attacks

Authors: Charles Jin, Melinda Sun, Martin Rinard | Published: 2021-05-08 | Updated: 2023-04-27
Poisoning
Adversarial attack
Defense Mechanism

Fast, Reliable, and Secure Drone Communication: A Comprehensive Survey

Authors: Vikas Hassija, Vinay Chamola, Adhar Agrawal, Adit Goyal, Nguyen Cong Luong, Dusit Niyato, F. Richard Yu, Mohsen Guizani | Published: 2021-05-04
DoS Mitigation
Cyber Attack
Defense Mechanism

Influence Based Defense Against Data Poisoning Attacks in Online Learning

Authors: Sanjay Seetharaman, Shubham Malaviya, Rosni KV, Manish Shukla, Sachin Lodha | Published: 2021-04-24
Data Protection Method
Poisoning
Defense Mechanism

Random Noise Defense Against Query-Based Black-Box Attacks

Authors: Zeyu Qin, Yanbo Fan, Hongyuan Zha, Baoyuan Wu | Published: 2021-04-23 | Updated: 2021-10-30
Convergence Analysis
Adversarial Example Detection
Defense Mechanism