文献データベース

MEGEX: Data-Free Model Extraction Attack against Gradient-Based Explainable AI

Authors: Takayuki Miura, Satoshi Hasegawa, Toshiki Shibahara | Published: 2021-07-19
メンバーシップ推論
モデルの解釈性
攻撃手法

Federated Learning using Smart Contracts on Blockchains, based on Reward Driven Approach

Authors: Monik Raj Behera, Sudhir Upadhyay, Suresh Shetty | Published: 2021-07-19 | Updated: 2022-03-26
ブロックチェーン技術
機械学習技術
連合学習

Deceptive Logic Locking for Hardware Integrity Protection against Machine Learning Attacks

Authors: Dominik Sisejkovic, Farhad Merchant, Lennart M. Reimann, Rainer Leupers | Published: 2021-07-19
コストモデル
ロジックロッキング
攻撃手法

Trends in Blockchain and Federated Learning for Data Sharing in Distributed Platforms

Authors: Haemin Lee, Joongheon Kim | Published: 2021-07-19
プライバシー保護技術
ブロックチェーン
連合学習

A Survey on Data-driven Software Vulnerability Assessment and Prioritization

Authors: Triet H. M. Le, Huaming Chen, M. Ali Babar | Published: 2021-07-18 | Updated: 2022-04-04
データ駆動型脆弱性評価
マルチクラス分類
脆弱性評価手法

LAORAM: A Look Ahead ORAM Architecture for Training Large Embedding Tables

Authors: Rachit Rajat, Yongqin Wang, Murali Annavaram | Published: 2021-07-16 | Updated: 2022-06-30
プライバシー保護メカニズム
メモリ管理手法
メンバーシップ推論

Revisiting IoT Device Identification

Authors: Roman Kolcun, Diana Andreea Popescu, Vadim Safronov, Poonam Yadav, Anna Maria Mandalari, Richard Mortier, Hamed Haddadi | Published: 2021-07-16
ユーザ行動分析
機械学習手法
適応型再訓練メカニズム

Towards Quantifying the Carbon Emissions of Differentially Private Machine Learning

Authors: Rakshit Naidu, Harshita Diddee, Ajinkya Mulay, Aleti Vardhan, Krithika Ramesh, Ahmed Zamzam | Published: 2021-07-14
プライバシー保護メカニズム
機械学習の役割
環境の複雑性

On the impossibility of non-trivial accuracy under fairness constraints

Authors: Carlos Pinzón, Catuscia Palamidessi, Pablo Piantanida, Frank Valencia | Published: 2021-07-14 | Updated: 2021-11-23
データプライバシー評価
モデルの設計や精度
評価指標

Feature Shift Detection: Localizing Which Features Have Shifted via Conditional Distribution Tests

Authors: Sean Kulinski, Saurabh Bagchi, David I. Inouye | Published: 2021-07-14
データ汚染検出
概念ドリフト
統計的検定