文献データベース

Implementation of Security Systems for Detection and Prevention of Data Loss/Leakage at Organization via Traffic Inspection

Authors: Mir Hassan, Chen Jincai, Adnan Iftekhar, Adnan Shehzad, Xiaohui Cui | Published: 2020-12-28
データ管理システム
情報漏洩分析
防御メカニズム

Predicting Organizational Cybersecurity Risk: A Deep Learning Approach

Authors: Benjamin M. Ampel | Published: 2020-12-26
データラベリングの課題
機械学習アルゴリズム
研究方法論

Robustness, Privacy, and Generalization of Adversarial Training

Authors: Fengxiang He, Shaopeng Fu, Bohan Wang, Dacheng Tao | Published: 2020-12-25
ロバスト性とプライバシーの関係
敵対的サンプル
敵対的訓練

Gradient-Free Adversarial Attacks for Bayesian Neural Networks

Authors: Matthew Yuan, Matthew Wicker, Luca Laurenti | Published: 2020-12-23
攻撃の評価
敵対的サンプル
防御手法

Selective Forgetting of Deep Networks at a Finer Level than Samples

Authors: Tomohiro Hayase, Suguru Yasutomi, Takashi Katoh | Published: 2020-12-22 | Updated: 2020-12-31
データ削除アルゴリズム
損失関数
機械学習の忘却

Zeroth-Order Hybrid Gradient Descent: Towards A Principled Black-Box Optimization Framework

Authors: Pranay Sharma, Kaidi Xu, Sijia Liu, Pin-Yu Chen, Xue Lin, Pramod K. Varshney | Published: 2020-12-21
最適化手法
機械学習の応用

Variational Quantum Cloning: Improving Practicality for Quantum Cryptanalysis

Authors: Brian Coyle, Mina Doosti, Elham Kashefi, Niraj Kumar | Published: 2020-12-21
損失関数
機械学習の応用
量子暗号解析

FedServing: A Federated Prediction Serving Framework Based on Incentive Mechanism

Authors: Jiasi Weng, Jian Weng, Hongwei Huang, Chengjun Cai, Cong Wang | Published: 2020-12-19
インセンティブメカニズム
メンバーシップ推論
機械学習の応用

NN-EMD: Efficiently Training Neural Networks using Encrypted Multi-Sourced Datasets

Authors: Runhua Xu, James Joshi, Chao Li | Published: 2020-12-18 | Updated: 2021-04-18
データ保護手法
トレーニングデータ抽出手法
暗号化プロトコル

Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses

Authors: Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, Tom Goldstein | Published: 2020-12-18 | Updated: 2021-03-31
バックドア攻撃
ポイズニング
モデル保護手法