トレーニングプロトコル

Security and Safety Aspects of AI in Industry Applications

Authors: Hans Dermot Doran | Published: 2022-07-16
セキュリティ分析
トレーニングプロトコル
モデルアーキテクチャ

Deploying Convolutional Networks on Untrusted Platforms Using 2D Holographic Reduced Representations

Authors: Mohammad Mahmudul Alam, Edward Raff, Tim Oates, James Holt | Published: 2022-06-13
トレーニングプロトコル
敵対的攻撃手法
深層学習手法

A New Security Boundary of Component Differentially Challenged XOR PUFs Against Machine Learning Modeling Attacks

Authors: Gaoxiang Li, Khalid T. Mursi, Ahmad O. Aseeri, Mohammed S. Alkatheiri, Yu Zhuang | Published: 2022-06-02
PUFの評価手法
セキュリティ保証
トレーニングプロトコル

Federated Learning in Non-IID Settings Aided by Differentially Private Synthetic Data

Authors: Huancheng Chen, Haris Vikalo | Published: 2022-06-01 | Updated: 2023-04-20
トレーニングプロトコル
プライバシー評価
ポイズニング

A Blessing of Dimensionality in Membership Inference through Regularization

Authors: Jasper Tan, Daniel LeJeune, Blake Mason, Hamid Javadi, Richard G. Baraniuk | Published: 2022-05-27 | Updated: 2023-04-14
トレーニングプロトコル
プライバシー評価
損失項

Secure Aggregation for Federated Learning in Flower

Authors: Kwing Hei Li, Pedro Porto Buarque de Gusmão, Daniel J. Beutel, Nicholas D. Lane | Published: 2022-05-12
トレーニングプロトコル
将来の研究
通信効率

A Framework for Verifiable and Auditable Federated Anomaly Detection

Authors: Gabriele Santin, Inna Skarbovsky, Fabiana Fournier, Bruno Lepri | Published: 2022-03-15
トレーニングプロトコル
プライバシー保護技術
ブロックチェーン統合

The Right to be Forgotten in Federated Learning: An Efficient Realization with Rapid Retraining

Authors: Yi Liu, Lei Xu, Xingliang Yuan, Cong Wang, Bo Li | Published: 2022-03-14
トレーニングプロトコル
プライバシー保護技術
最適化手法

SecGNN: Privacy-Preserving Graph Neural Network Training and Inference as a Cloud Service

Authors: Songlei Wang, Yifeng Zheng, Xiaohua Jia | Published: 2022-02-16 | Updated: 2023-01-31
トレーニングプロトコル
プライバシー保護プロトコル
暗号プロトコル

Training Differentially Private Models with Secure Multiparty Computation

Authors: Sikha Pentyala, Davis Railsback, Ricardo Maia, Rafael Dowsley, David Melanson, Anderson Nascimento, Martine De Cock | Published: 2022-02-05 | Updated: 2022-09-01
トレーニングプロトコル
プライバシー保護プロトコル
暗号プロトコル