DNN IP保護手法

Reconstructing Individual Data Points in Federated Learning Hardened with Differential Privacy and Secure Aggregation

Authors: Franziska Boenisch, Adam Dziedzic, Roei Schuster, Ali Shahin Shamsabadi, Ilia Shumailov, Nicolas Papernot | Published: 2023-01-09 | Updated: 2023-04-12
DNN IP保護手法
プライバシー保護技術
ポイズニング

Privacy and Efficiency of Communications in Federated Split Learning

Authors: Zongshun Zhang, Andrea Pinto, Valeria Turina, Flavio Esposito, Ibrahim Matta | Published: 2023-01-04 | Updated: 2023-01-07
DNN IP保護手法
プライバシー保護技術
最適化手法

Backdoor Attacks Against Dataset Distillation

Authors: Yugeng Liu, Zheng Li, Michael Backes, Yun Shen, Yang Zhang | Published: 2023-01-03
DNN IP保護手法
バックドア攻撃
ポイズニング

REAP: A Large-Scale Realistic Adversarial Patch Benchmark

Authors: Nabeel Hingun, Chawin Sitawarin, Jerry Li, David Wagner | Published: 2022-12-12 | Updated: 2023-08-18
DNN IP保護手法
ウォーターマーキング
交通標識分類

FedTracker: Furnishing Ownership Verification and Traceability for Federated Learning Model

Authors: Shuo Shao, Wenyuan Yang, Hanlin Gu, Zhan Qin, Lixin Fan, Qiang Yang, Kui Ren | Published: 2022-11-14 | Updated: 2024-03-02
DNN IP保護手法
ウォーターマーキング
悪意のあるクライアント

Adversarial Policies Beat Superhuman Go AIs

Authors: Tony T. Wang, Adam Gleave, Tom Tseng, Kellin Pelrine, Nora Belrose, Joseph Miller, Michael D. Dennis, Yawen Duan, Viktor Pogrebniak, Sergey Levine, Stuart Russell | Published: 2022-11-01 | Updated: 2023-07-13
DNN IP保護手法
学習の改善
悪意のある行為者の分類

Proof of Unlearning: Definitions and Instantiation

Authors: Jiasi Weng, Shenglong Yao, Yuefeng Du, Junjie Huang, Jian Weng, Cong Wang | Published: 2022-10-20 | Updated: 2022-10-21
DNN IP保護手法
プライバシーリスク管理
モデル編集手法

BLADERUNNER: Rapid Countermeasure for Synthetic (AI-Generated) StyleGAN Faces

Authors: Adam Dorian Wong | Published: 2022-10-12 | Updated: 2022-10-28
DNN IP保護手法
セキュリティ保証
生成モデルの課題

Preprocessors Matter! Realistic Decision-Based Attacks on Machine Learning Systems

Authors: Chawin Sitawarin, Florian Tramèr, Nicholas Carlini | Published: 2022-10-07 | Updated: 2023-07-20
DNN IP保護手法
モデル抽出攻撃
敵対的サンプル

A Closer Look at Robustness to L-infinity and Spatial Perturbations and their Composition

Authors: Luke Rowe, Benjamin Thérien, Krzysztof Czarnecki, Hongyang Zhang | Published: 2022-10-05
DNN IP保護手法
モデル設計
深層学習手法