Self-Supervised Learning

An Embarrassingly Simple Backdoor Attack on Self-supervised Learning

Authors: Changjiang Li, Ren Pang, Zhaohan Xi, Tianyu Du, Shouling Ji, Yuan Yao, Ting Wang | Published: 2022-10-13 | Updated: 2023-08-14
Backdoor Attack
Attack Method
Self-Supervised Learning
2022.10.13 2025.05.28
Literature Database

Authentication of Copy Detection Patterns under Machine Learning Attacks: A Supervised Approach

Authors: Brian Pulfer, Roman Chaban, Yury Belousov, Joakim Tutt, Olga Taran, Taras Holotyak, Slava Voloshynovskiy | Published: 2022-06-23 | Updated: 2022-06-25
Algorithm Design
Deep Learning Technology
Self-Supervised Learning
2022.06.23 2025.05.28
Literature Database

Representation learning with function call graph transformations for malware open set recognition

Authors: Jingyun Jia, Philip K. Chan | Published: 2022-05-13 | Updated: 2022-07-12
Poisoning
Malware Classification
Self-Supervised Learning
2022.05.13 2025.05.28
Literature Database

A Vision Inspired Neural Network for Unsupervised Anomaly Detection in Unordered Data

Authors: Nassir Mohammad | Published: 2022-05-13
Robustness
Attack Detection
Self-Supervised Learning
2022.05.13 2025.05.28
Literature Database

Detecting In-vehicle Intrusion via Semi-supervised Learning-based Convolutional Adversarial Autoencoders

Authors: Thien-Nu Hoang, Daehee Kim | Published: 2022-04-04
ML-Based IDS
Self-Supervised Learning
Vehicle Network Security
2022.04.04 2025.05.28
Literature Database

FROB: Few-shot ROBust Model for Classification and Out-of-Distribution Detection

Authors: Nikolaos Dionelis, Mehrdad Yaghoobi, Sotirios A. Tsaftaris | Published: 2021-11-30 | Updated: 2022-02-02
Generalization Performance
Experimental Validation
Self-Supervised Learning
2021.11.30 2025.05.28
Literature Database

Undistillable: Making A Nasty Teacher That CANNOT teach students

Authors: Haoyu Ma, Tianlong Chen, Ting-Kuei Hu, Chenyu You, Xiaohui Xie, Zhangyang Wang | Published: 2021-05-16
Adversarial Learning
Deep Learning Technology
Self-Supervised Learning
2021.05.16 2025.05.28
Literature Database

Self-supervised Learning: Generative or Contrastive

Authors: Xiao Liu, Fanjin Zhang, Zhenyu Hou, Zhaoyu Wang, Li Mian, Jing Zhang, Jie Tang | Published: 2020-06-15 | Updated: 2021-03-20
Task Adaptation Method
Deep Learning Method
Self-Supervised Learning
2020.06.15 2025.05.28
Literature Database