文献データベース

MDLdroid: a ChainSGD-reduce Approach to Mobile Deep Learning for Personal Mobile Sensing

Authors: Yu Zhang, Tao Gu, Xi Zhang | Published: 2020-02-07 | Updated: 2020-02-15
スケジューリング手法
トレードオフ分析
強化学習環境

Manipulating Reinforcement Learning: Poisoning Attacks on Cost Signals

Authors: Yunhan Huang, Quanyan Zhu | Published: 2020-02-07 | Updated: 2020-07-20
Q-Learningアルゴリズム
収束分析
敵対的攻撃

Assessing the Adversarial Robustness of Monte Carlo and Distillation Methods for Deep Bayesian Neural Network Classification

Authors: Meet P. Vadera, Satya Narayan Shukla, Brian Jalaian, Benjamin M. Marlin | Published: 2020-02-07
ベイズ分類
ポイズニング
敵対的サンプル

Can’t Boil This Frog: Robustness of Online-Trained Autoencoder-Based Anomaly Detectors to Adversarial Poisoning Attacks

Authors: Moshe Kravchik, Asaf Shabtai | Published: 2020-02-07
ポイズニング
ロバスト性向上手法
毒性攻撃に特化した内容

Equivalence relations and $L^p$ distances between time series with application to the Black Summer Australian bushfires

Authors: Nick James, Max Menzies | Published: 2020-02-07 | Updated: 2023-02-28
クラスタリング手法
データ駆動型クラスタリング
数学的概念の定義

Over-the-Air Adversarial Attacks on Deep Learning Based Modulation Classifier over Wireless Channels

Authors: Brian Kim, Yalin E. Sagduyu, Kemal Davaslioglu, Tugba Erpek, Sennur Ulukus | Published: 2020-02-05 | Updated: 2020-02-13
敵対的摂動手法
敵対的移転性
通信損失

Understanding the Decision Boundary of Deep Neural Networks: An Empirical Study

Authors: David Mickisch, Felix Assion, Florens Greßner, Wiebke Günther, Mariele Motta | Published: 2020-02-05
ロバスト性向上手法
収束特性
敵対的サンプル

Knowledge Federation: A Unified and Hierarchical Privacy-Preserving AI Framework

Authors: Hongyu Li, Dan Meng, Hong Wang, Xiaolin Li | Published: 2020-02-05 | Updated: 2020-05-22
プライバシー保護
プライバシー保護プロトコル
連合学習システム

Minimax Defense against Gradient-based Adversarial Attacks

Authors: Blerta Lindqvist, Rauf Izmailov | Published: 2020-02-04
敵対的摂動手法
敵対的移転性
防御手法の効果分析

Adversarial Machine Learning — Industry Perspectives

Authors: Ram Shankar Siva Kumar, Magnus Nyström, John Lambert, Andrew Marshall, Mario Goertzel, Andi Comissoneru, Matt Swann, Sharon Xia | Published: 2020-02-04 | Updated: 2021-03-19
セキュリティテスト
セキュリティラベル
メンバーシップ推論