機械学習技術

Alleviating Privacy Attacks via Causal Learning

Authors: Shruti Tople, Amit Sharma, Aditya Nori | Published: 2019-09-27 | Updated: 2020-07-17
プライバシー損失分析
メンバーシップ推論
機械学習技術

Matrix Sketching for Secure Collaborative Machine Learning

Authors: Mengjiao Zhang, Shusen Wang | Published: 2019-09-24 | Updated: 2021-07-08
データ収集
機械学習技術
特徴抽出手法

Multi-task Learning and Catastrophic Forgetting in Continual Reinforcement Learning

Authors: João Ribeiro, Francisco S. Melo, João Dias | Published: 2019-09-22
強化学習攻撃
機械学習の応用
機械学習技術

Synthesis of Realistic ECG using Generative Adversarial Networks

Authors: Anne Marie Delaney, Eoin Brophy, Tomas E. Ward | Published: 2019-09-19
信号解析
機械学習技術
生成的敵対ネットワーク

Adversarial Vulnerability Bounds for Gaussian Process Classification

Authors: Michael Thomas Smith, Kathrin Grosse, Michael Backes, Mauricio A Alvarez | Published: 2019-09-19
攻撃の分類
敵対的サンプル
機械学習技術

Differentially Private Regression and Classification with Sparse Gaussian Processes

Authors: Michael Thomas Smith, Mauricio A. Alvarez, Neil D. Lawrence | Published: 2019-09-19
プライバシー保護メカニズム
プライバシー分類
機械学習技術

An Empirical Investigation of Randomized Defenses against Adversarial Attacks

Authors: Yannik Potdevin, Dirk Nowotka, Vijay Ganesh | Published: 2019-09-12
セキュリティ分析
敵対的サンプル
機械学習技術

DaiMoN: A Decentralized Artificial Intelligence Model Network

Authors: Surat Teerapittayanon, H. T. Kung | Published: 2019-07-19
データ生成
ブロックチェーン統合
機械学習技術

Robust Classification using Robust Feature Augmentation

Authors: Kevin Eykholt, Swati Gupta, Atul Prakash, Amir Rahmati, Pratik Vaishnavi, Haizhong Zheng | Published: 2019-05-26 | Updated: 2019-09-18
データ拡張技術
一般化性能
機械学習技術

Sensor Defense In-Software (SDI):Practical Software Based Detection of Spoofing Attacks on Position Sensor

Authors: Kevin Sam Tharayil, Benyamin Farshteindiker, Shaked Eyal, Nir Hasidim, Roy Hershkovitz, Shani Houri, Ilia Yoffe, Michal Oren, Yossi Oren | Published: 2019-05-12
性能評価
機械学習技術
複数センサー防御