機械学習手法

A Blockchain Solution for Collaborative Machine Learning over IoT

Authors: Carlos Beis-Penedo, Francisco Troncoso-Pastoriza, Rebeca P. Díaz-Redondo, Ana Fernández-Vilas, Manuel Fernández-Veiga, Martín González Soto | Published: 2023-11-23
セキュリティ分析
プライバシー保護
機械学習手法

DefensiveDR: Defending against Adversarial Patches using Dimensionality Reduction

Authors: Nandish Chattopadhyay, Amira Guesmi, Muhammad Abdullah Hanif, Bassem Ouni, Muhammad Shafique | Published: 2023-11-20
敵対的攻撃
機械学習手法
次元削減手法

HAL 9000: Skynet’s Risk Manager

Authors: Tadeu Freitas, Mário Neto, Inês Dutra, João Soares, Manuel Correia, Rolando Martins | Published: 2023-11-15
ソフトウェアセキュリティ
機械学習手法
脆弱性管理

Are Normalizing Flows the Key to Unlocking the Exponential Mechanism?

Authors: Robert A. Bridges, Vandy J. Tombs, Christopher B. Stanley | Published: 2023-11-15 | Updated: 2024-06-11
プライバシー保護
収束特性
機械学習手法

B^2SFL: A Bi-level Blockchained Architecture for Secure Federated Learning-based Traffic Prediction

Authors: Hao Guo, Collin Meese, Wanxin Li, Chien-Chung Shen, Mark Nejad | Published: 2023-10-23
プライバシー手法
モデル設計
機械学習手法

Fundamental Limits of Membership Inference Attacks on Machine Learning Models

Authors: Eric Aubinais, Elisabeth Gassiat, Pablo Piantanida | Published: 2023-10-20 | Updated: 2024-06-11
メンバーシップ推論
敵対的攻撃
機械学習手法

On existence, uniqueness and scalability of adversarial robustness measures for AI classifiers

Authors: Illia Horenko | Published: 2023-10-19 | Updated: 2023-11-15
敵対的攻撃
最適化手法
機械学習手法

Securing the Digital World: Protecting smart infrastructures and digital industries with Artificial Intelligence (AI)-enabled malware and intrusion detection

Authors: Marc Schmitt | Published: 2023-10-15
サイバーセキュリティ
ネットワーク脅威検出
機械学習手法

Adversarial Attacks on Combinatorial Multi-Armed Bandits

Authors: Rishab Balasubramanian, Jiawei Li, Prasad Tadepalli, Huazheng Wang, Qingyun Wu, Haoyu Zhao | Published: 2023-10-08 | Updated: 2024-06-04
アルゴリズム
ウォーターマーキング
機械学習手法

Transferable Availability Poisoning Attacks

Authors: Yiyong Liu, Michael Backes, Xiao Zhang | Published: 2023-10-08 | Updated: 2024-06-06
ポイズニング
最適化アルゴリズムの選択と評価
機械学習手法