機械学習技術

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

Beyond Explainability: Leveraging Interpretability for Improved Adversarial Learning

Authors: Devinder Kumar, Ibrahim Ben-Daya, Kanav Vats, Jeffery Feng, Graham Taylor and, Alexander Wong | Published: 2019-04-21
攻撃の評価
敵対的訓練
機械学習技術

On the Limitation of Local Intrinsic Dimensionality for Characterizing the Subspaces of Adversarial Examples

Authors: Pei-Hsuan Lu, Pin-Yu Chen, Chia-Mu Yu | Published: 2018-03-26
敵対的サンプルの検知
敵対的摂動手法
機械学習技術