ポイズニング

Quantum federated learning through blind quantum computing

Authors: Weikang Li, Sirui Lu, Dong-Ling Deng | Published: 2021-03-15 | Updated: 2021-09-02
プライバシーリスク管理
ポイズニング
量子分類器

Resilience of Bayesian Layer-Wise Explanations under Adversarial Attacks

Authors: Ginevra Carbone, Guido Sanguinetti, Luca Bortolussi | Published: 2021-02-22 | Updated: 2022-05-05
ベイズ分類
ポイズニング
敵対的サンプル

“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
ポイズニング
モデル性能評価
攻撃手法

Quantifying and Mitigating Privacy Risks of Contrastive Learning

Authors: Xinlei He, Yang Zhang | Published: 2021-02-08 | Updated: 2021-09-21
ポイズニング
メンバーシップ推論
ラベル推論攻撃

ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models

Authors: Yugeng Liu, Rui Wen, Xinlei He, Ahmed Salem, Zhikun Zhang, Michael Backes, Emiliano De Cristofaro, Mario Fritz, Yang Zhang | Published: 2021-02-04 | Updated: 2021-10-06
ポイズニング
メンバーシップ推論
モデル性能評価

FLAME: Taming Backdoors in Federated Learning (Extended Version 1)

Authors: Thien Duc Nguyen, Phillip Rieger, Huili Chen, Hossein Yalame, Helen Möllering, Hossein Fereidooni, Samuel Marchal, Markus Miettinen, Azalia Mirhoseini, Shaza Zeitouni, Farinaz Koushanfar, Ahmad-Reza Sadeghi, Thomas Schneider | Published: 2021-01-06 | Updated: 2023-08-05
バックドア攻撃手法
ポイズニング
防御効果分析

Local Competition and Stochasticity for Adversarial Robustness in Deep Learning

Authors: Konstantinos P. Panousis, Sotirios Chatzis, Antonios Alexos, Sergios Theodoridis | Published: 2021-01-04 | Updated: 2021-03-29
ポイズニング
モデル性能評価
深層学習手法

Active Learning Under Malicious Mislabeling and Poisoning Attacks

Authors: Jing Lin, Ryan Luley, Kaiqi Xiong | Published: 2021-01-01 | Updated: 2021-09-02
バックドア攻撃
ポイズニング
性能評価

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

Achieving Security and Privacy in Federated Learning Systems: Survey, Research Challenges and Future Directions

Authors: Alberto Blanco-Justicia, Josep Domingo-Ferrer, Sergio Martínez, David Sánchez, Adrian Flanagan, Kuan Eeik Tan | Published: 2020-12-12
DFLに対する攻撃手法
ポイズニング
連合学習