自己教師あり学習

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
バックドア攻撃
攻撃手法
自己教師あり学習

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
アルゴリズム設計
深層学習技術
自己教師あり学習

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
ポイズニング
マルウェア分類
自己教師あり学習

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

Authors: Nassir Mohammad | Published: 2022-05-13
ロバスト性
攻撃検出
自己教師あり学習

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

Authors: Thien-Nu Hoang, Daehee Kim | Published: 2022-04-04
MLベースのIDS
自己教師あり学習
車両ネットワークセキュリティ

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
一般化性能
実験的検証
自己教師あり学習

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
敵対的学習
深層学習技術
自己教師あり学習

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
タスク適応手法
深層学習手法
自己教師あり学習