モデル保護手法

THEMIS: Towards Practical Intellectual Property Protection for Post-Deployment On-Device Deep Learning Models

Authors: Yujin Huang, Zhi Zhang, Qingchuan Zhao, Xingliang Yuan, Chunyang Chen | Published: 2025-03-31
プロンプトリーキング
モデル保護手法
モデル抽出攻撃

Encryption and Real Time Decryption for protecting Machine Learning models in Android Applications

Authors: Aryan Verma | Published: 2021-09-06
アルゴリズム
モデル保護手法
暗号化技術

Automating Defense Against Adversarial Attacks: Discovery of Vulnerabilities and Application of Multi-INT Imagery to Protect Deployed Models

Authors: Josh Kalin, David Noever, Matthew Ciolino, Dominick Hambrick, Gerry Dozier | Published: 2021-03-29
モデル保護手法
敵対的サンプルの脆弱性
防御メカニズム

Leaky Nets: Recovering Embedded Neural Network Models and Inputs through Simple Power and Timing Side-Channels — Attacks and Defenses

Authors: Saurav Maji, Utsav Banerjee, Anantha P. Chandrakasan | Published: 2021-03-26
モデル保護手法
脆弱性評価手法
防御メカニズム

Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses

Authors: Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, Tom Goldstein | Published: 2020-12-18 | Updated: 2021-03-31
バックドア攻撃
ポイズニング
モデル保護手法

CSI Neural Network: Using Side-channels to Recover Your Artificial Neural Network Information

Authors: Lejla Batina, Shivam Bhasin, Dirmanto Jap, Stjepan Picek | Published: 2018-10-22
サイドチャネル攻撃
モデル保護手法
モデル抽出攻撃