文献データベース

Taking Over the Stock Market: Adversarial Perturbations Against Algorithmic Traders

Authors: Elior Nehemya, Yael Mathov, Asaf Shabtai, Yuval Elovici | Published: 2020-10-19 | Updated: 2021-09-02
攻撃手法
機械学習
金融インテリジェンス

Enabling Fast Differentially Private SGD via Just-in-Time Compilation and Vectorization

Authors: Pranav Subramani, Nicholas Vadivelu, Gautam Kamath | Published: 2020-10-18 | Updated: 2021-10-26
DP-SGD
パフォーマンス評価
最適化手法

GOAT: GPU Outsourcing of Deep Learning Training With Asynchronous Probabilistic Integrity Verification Inside Trusted Execution Environment

Authors: Aref Asvadishirehjini, Murat Kantarcioglu, Bradley Malin | Published: 2020-10-17
TEE実装
ポイズニング
攻撃手法

Secure Weighted Aggregation for Federated Learning

Authors: Jiale Guo, Ziyao Liu, Kwok-Yan Lam, Jun Zhao, Yiqiang Chen, Chaoping Xing | Published: 2020-10-17 | Updated: 2021-05-11
クライアント貢献評価
分散学習
脅威モデル

Position paper: A systematic framework for categorising IoT device fingerprinting mechanisms

Authors: Poonam Yadav, Angelo Feraudo, Budi Arief, Siamak F. Shahandashti, Vassilios G. Vassilakis | Published: 2020-10-16 | Updated: 2020-10-19
デバイス識別手法
機械学習
特徴抽出手法

Embedding and Extraction of Knowledge in Tree Ensemble Classifiers

Authors: Wei Huang, Xingyu Zhao, Xiaowei Huang | Published: 2020-10-16 | Updated: 2021-10-26
バックドア攻撃
知識埋め込みアルゴリズム
知識抽出

Securing Manufacturing Using Blockchain

Authors: Zahra Jadidi, Ali Dorri, Raja Jurdak, Colin Fidge | Published: 2020-10-15
ネットワーク脅威検出
ブロックチェーン技術
機械学習

BlockFLA: Accountable Federated Learning via Hybrid Blockchain Architecture

Authors: Harsh Bimal Desai, Mustafa Safa Ozdayi, Murat Kantarcioglu | Published: 2020-10-14
ブロックチェーン技術
ポイズニング
連合学習

Privacy-Preserving Object Detection & Localization Using Distributed Machine Learning: A Case Study of Infant Eyeblink Conditioning

Authors: Stefan Zwaard, Henk-Jan Boele, Hani Alers, Christos Strydis, Casey Lew-Williams, Zaid Al-Ars | Published: 2020-10-14
機械学習
連合学習
顔認識

Towards Resistant Audio Adversarial Examples

Authors: Tom Dörr, Karla Markert, Nicolas M. Müller, Konstantin Böttinger | Published: 2020-10-14
一般化性能
敵対的サンプル
深層偽音声評価