データ整合性制約

CaFA: Cost-aware, Feasible Attacks With Database Constraints Against Neural Tabular Classifiers

Authors: Matan Ben-Tov, Daniel Deutch, Nave Frost, Mahmood Sharif | Published: 2025-01-17
データ整合性制約
実験的検証
敵対的サンプル

Information-Theoretically Private Federated Submodel Learning with Storage Constrained Databases

Authors: Sajani Vithana, Sennur Ulukus | Published: 2023-07-12
アルゴリズム設計
データ整合性制約
効率性評価

Externally validating the IoTDevID device identification methodology using the CIC IoT 2022 Dataset

Authors: Kahraman Kostas, Mike Just, Michael A. Lones | Published: 2023-07-03
データセット生成
データ整合性制約
機械学習手法

EIFFeL: Ensuring Integrity for Federated Learning

Authors: Amrita Roy Chowdhury, Chuan Guo, Somesh Jha, Laurens van der Maaten | Published: 2021-12-23 | Updated: 2022-09-12
データ整合性制約
プライバシー保護
悪意のあるクライアント

Differential Privacy in Privacy-Preserving Big Data and Learning: Challenge and Opportunity

Authors: Honglu Jiang, Yifeng Gao, S M Sarwar, Luis GarzaPerez, Mahmudul Robin | Published: 2021-12-03
LDPメカニズム
データ整合性制約
プライバシーリスク管理

Needle in a Haystack: Detecting Subtle Malicious Edits to Additive Manufacturing G-code Files

Authors: Caleb Beckwith, Harsh Sankar Naicker, Svara Mehta, Viba R. Udupa, Nghia Tri Nim, Varun Gadre, Hammond Pearce, Gary Mac, Nikhil Gupta | Published: 2021-11-24
データセット評価
データ整合性制約
機械学習の応用

QUDOS: Quorum-Based Cloud-Edge Distributed DNNs for Security Enhanced Industry 4.0

Authors: Kevin Wallis, Christoph Reich, Blesson Varghese, Christian Schindelhauer | Published: 2021-11-09
データ整合性制約
分散学習の効率
防御メカニズム

On the Robustness of Domain Constraints

Authors: Ryan Sheatsley, Blaine Hoak, Eric Pauley, Yohan Beugin, Michael J. Weisman, Patrick McDaniel | Published: 2021-05-18 | Updated: 2021-11-07
データ整合性制約
メンバーシップ推論
敵対的学習

Privacy and Integrity Preserving Training Using Trusted Hardware

Authors: Hanieh Hashemi, Yongqin Wang, Murali Annavaram | Published: 2021-05-01
データプライバシー評価
データ整合性制約
プライバシー保護

Perun: Secure Multi-Stakeholder Machine Learning Framework with GPU Support

Authors: Wojciech Ozga, Do Le Quoc, Christof Fetzer | Published: 2021-03-31
セキュリティラベル
データ保護手法
データ整合性制約