アルゴリズム設計

Adversarially Robust PAC Learnability of Real-Valued Functions

Authors: Idan Attias, Steve Hanneke | Published: 2022-06-26 | Updated: 2024-05-05
アルゴリズム設計
サンプリング手法
学習の改善

Defense against adversarial attacks on deep convolutional neural networks through nonlocal denoising

Authors: Sandhya Aneja, Nagender Aneja, Pg Emeroylariffion Abas, Abdul Ghani Naim | Published: 2022-06-25
アルゴリズム設計
学習の改善
敵対的攻撃手法

Using Autoencoders on Differentially Private Federated Learning GANs

Authors: Gregor Schram, Rui Wang, Kaitai Liang | Published: 2022-06-24
アルゴリズム設計
学習の改善
生成モデルの課題

Adversarial Robustness of Deep Neural Networks: A Survey from a Formal Verification Perspective

Authors: Mark Huasong Meng, Guangdong Bai, Sin Gee Teo, Zhe Hou, Yan Xiao, Yun Lin, Jin Song Dong | Published: 2022-06-24 | Updated: 2022-10-11
アルゴリズム設計
形式的検証
敵対的サンプル

“You Can’t Fix What You Can’t Measure”: Privately Measuring Demographic Performance Disparities in Federated Learning

Authors: Marc Juarez, Aleksandra Korolova | Published: 2022-06-24 | Updated: 2023-01-11
アルゴリズム設計
パフォーマンス評価
プライバシー保護メカニズム

Authentication of Copy Detection Patterns under Machine Learning Attacks: A Supervised Approach

Authors: Brian Pulfer, Roman Chaban, Yury Belousov, Joakim Tutt, Olga Taran, Taras Holotyak, Slava Voloshynovskiy | Published: 2022-06-23 | Updated: 2022-06-25
アルゴリズム設計
深層学習技術
自己教師あり学習

A Framework for Understanding Model Extraction Attack and Defense

Authors: Xun Xian, Mingyi Hong, Jie Ding | Published: 2022-06-23
アルゴリズム設計
メンバーシップ推論
敵対的学習

Multi-party Secure Broad Learning System for Privacy Preserving

Authors: Xiao-Kai Cao, Chang-Dong Wang, Jian-Huang Lai, Qiong Huang, C. L. Philip Chen | Published: 2022-06-22
アルゴリズム設計
セキュアな通信チャネル
特徴抽出手法

A Practical Methodology for ML-Based EM Side Channel Disassemblers

Authors: Cesar N. Arguello, Hunter Searle, Sara Rampazzi, Kevin R. B. Butler | Published: 2022-06-21 | Updated: 2022-07-20
アルゴリズム設計
特徴抽出手法
評価手法

sqSGD: Locally Private and Communication Efficient Federated Learning

Authors: Yan Feng, Tao Xiong, Ruofan Wu, LingJuan Lv, Leilei Shi | Published: 2022-06-21 | Updated: 2022-06-22
LDPメカニズム
アルゴリズム設計
分散学習の効率