機械学習

FANNet: Formal Analysis of Noise Tolerance, Training Bias and Input Sensitivity in Neural Networks

Authors: Mahum Naseer, Mishal Fatima Minhas, Faiq Khalid, Muhammad Abdullah Hanif, Osman Hasan, Muhammad Shafique | Published: 2019-12-03 | Updated: 2020-05-14
性能評価
機械学習
深層学習

Error-Correcting Output Codes with Ensemble Diversity for Robust Learning in Neural Networks

Authors: Yang Song, Qiyu Kang, Wee Peng Tay | Published: 2019-11-30 | Updated: 2021-05-07
エラー訂正ニューラルネットワーク
機械学習
深層学習技術

An automated approach for task evaluation using EEG signals

Authors: Vishal Anand, S. R. Sreeja, Debasis Samanta | Published: 2019-11-07 | Updated: 2019-11-14
タスク設計
信号処理
機械学習

Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks

Authors: Yaqin Zhou, Shangqing Liu, Jingkai Siow, Xiaoning Du, Yang Liu | Published: 2019-09-08
グラフ構築
データ駆動型脆弱性評価
機械学習

On the Need for Topology-Aware Generative Models for Manifold-Based Defenses

Authors: Uyeong Jang, Susmit Jha, Somesh Jha | Published: 2019-09-07 | Updated: 2020-02-17
トポロジー解析
敵対的サンプル
機械学習

Distributed creation of Machine learning agents for Blockchain analysis

Authors: Zvezdin Besarabov, Todor Kolev | Published: 2019-09-06
インセンティブメカニズム
ブロックチェーンとFLの統合
機械学習

Duet: An Expressive Higher-order Language and Linear Type System for Statically Enforcing Differential Privacy

Authors: Joseph P. Near, David Darais, Chike Abuah, Tim Stevens, Pranav Gaddamadugu, Lun Wang, Neel Somani, Mu Zhang, Nikhil Sharma, Alex Shan, Dawn Song | Published: 2019-09-05
プライバシー保護アルゴリズム
プライバシー保護メカニズム
機械学習

Defeating Opaque Predicates Statically through Machine Learning and Binary Analysis

Authors: Ramtine Tofighi-Shirazi, Irina Asăvoae, Philippe Elbaz-Vincent, Thanh-Ha Le | Published: 2019-09-04
モデル評価手法
機械学習
特徴重要度分析

A systematic review of fuzzing based on machine learning techniques

Authors: Yan Wang, Peng Jia, Luping Liu, Jiayong Liu | Published: 2019-08-04
データ生成手法
性能評価
機械学習

On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks

Authors: Christopher Sweet, Stephen Moskal, Shanchieh Jay Yang | Published: 2019-08-03
データ生成手法
機械学習
特徴の相互依存性