深層学習手法

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

Practical Adversarial Attacks on Spatiotemporal Traffic Forecasting Models

Authors: Fan Liu, Hao Liu, Wenzhao Jiang | Published: 2022-10-05
敵対的攻撃手法
時間に関連する特徴
深層学習手法

Split Federated Learning on Micro-controllers: A Keyword Spotting Showcase

Authors: Jingtao Li, Runcong Kuang | Published: 2022-10-04
フレームワーク
モデル設計
深層学習手法

Recycling Scraps: Improving Private Learning by Leveraging Intermediate Checkpoints

Authors: Virat Shejwalkar, Arun Ganesh, Rajiv Mathews, Yarong Mu, Shuang Song, Om Thakkar, Abhradeep Thakurta, Xinyi Zheng | Published: 2022-10-04 | Updated: 2024-09-17
プライバシー保護手法
プライバシー評価
深層学習手法

A Closer Look at Evaluating the Bit-Flip Attack Against Deep Neural Networks

Authors: Kevin Hector, Mathieu Dumont, Pierre-Alain Moellic, Jean-Max Dutertre | Published: 2022-09-28 | Updated: 2022-09-30
DNN IP保護手法
モデル設計
深層学習手法

Anomaly detection optimization using big data and deep learning to reduce false-positive

Authors: Khloud Al Jallad, Mohamad Aljnidi, Mohammad Said Desouki | Published: 2022-09-28
セキュリティラベル
データ保護手法
深層学習手法

Deep Learning-based Anonymization of Chest Radiographs: A Utility-preserving Measure for Patient Privacy

Authors: Kai Packhäuser, Sebastian Gündel, Florian Thamm, Felix Denzinger, Andreas Maier | Published: 2022-09-23 | Updated: 2023-07-24
プライバシー保護手法
プライバシー評価
深層学習手法

M^4I: Multi-modal Models Membership Inference

Authors: Pingyi Hu, Zihan Wang, Ruoxi Sun, Hu Wang, Minhui Xue | Published: 2022-09-15
プライバシー分析
モデル設計
深層学習手法

Robust Transferable Feature Extractors: Learning to Defend Pre-Trained Networks Against White Box Adversaries

Authors: Alexander Cann, Ian Colbert, Ihab Amer | Published: 2022-09-14
モデル設計
敵対的攻撃検出
深層学習手法

SEEK: model extraction attack against hybrid secure inference protocols

Authors: Si Chen, Junfeng Fan | Published: 2022-09-14
モデル抽出攻撃
モデル設計
深層学習手法