Attack Method

Deceptive Logic Locking for Hardware Integrity Protection against Machine Learning Attacks

Authors: Dominik Sisejkovic, Farhad Merchant, Lennart M. Reimann, Rainer Leupers | Published: 2021-07-19
Cost Model
Logic Locking
Attack Method

T-Miner: A Generative Approach to Defend Against Trojan Attacks on DNN-based Text Classification

Authors: Ahmadreza Azizi, Ibrahim Asadullah Tahmid, Asim Waheed, Neal Mangaokar, Jiameng Pu, Mobin Javed, Chandan K. Reddy, Bimal Viswanath | Published: 2021-03-07 | Updated: 2021-03-11
Text Perturbation Method
Backdoor Detection
Attack Method

A Novel Framework for Threat Analysis of Machine Learning-based Smart Healthcare Systems

Authors: Nur Imtiazul Haque, Mohammad Ashiqur Rahman, Md Hasan Shahriar, Alvi Ataur Khalil, Selcuk Uluagac | Published: 2021-03-05
Watermarking Settings for Medical Data
Attack Method
Threat modeling

A flow-based IDS using Machine Learning in eBPF

Authors: Maximilian Bachl, Joachim Fabini, Tanja Zseby | Published: 2021-02-19 | Updated: 2022-03-04
ML-Based IDS
Watermarking
Attack Method

Perceptually Constrained Adversarial Attacks

Authors: Muhammad Zaid Hameed, Andras Gyorgy | Published: 2021-02-14
Watermarking
Attack Method
Adversarial Training

“What’s in the box?!”: Deflecting Adversarial Attacks by Randomly Deploying Adversarially-Disjoint Models

Authors: Sahar Abdelnabi, Mario Fritz | Published: 2021-02-09 | Updated: 2021-03-09
Poisoning
Model Performance Evaluation
Attack Method

Optimal Transport as a Defense Against Adversarial Attacks

Authors: Quentin Bouniot, Romaric Audigier, Angélique Loesch | Published: 2021-02-05 | Updated: 2021-03-30
Model Performance Evaluation
Attack Method
Adversarial Training

Certified Robustness of Nearest Neighbors against Data Poisoning and Backdoor Attacks

Authors: Jinyuan Jia, Yupei Liu, Xiaoyu Cao, Neil Zhenqiang Gong | Published: 2020-12-07 | Updated: 2021-12-02
Backdoor Attack
Attack Method
Machine Learning

Black-box Model Inversion Attribute Inference Attacks on Classification Models

Authors: Shagufta Mehnaz, Ninghui Li, Elisa Bertino | Published: 2020-12-07
Membership Inference
Attack Method
Privacy Protection in Machine Learning

Unleashing the Tiger: Inference Attacks on Split Learning

Authors: Dario Pasquini, Giuseppe Ateniese, Massimo Bernaschi | Published: 2020-12-04 | Updated: 2021-11-04
Membership Inference
Attack Method
Privacy Protection in Machine Learning