深層学習手法

An Empirical Study on the Intrinsic Privacy of SGD

Authors: Stephanie L. Hyland, Shruti Tople | Published: 2019-12-05 | Updated: 2022-02-28
SGDの特性
プライバシー保護
深層学習手法

Design and Interpretation of Universal Adversarial Patches in Face Detection

Authors: Xiao Yang, Fangyun Wei, Hongyang Zhang, Jun Zhu | Published: 2019-11-30 | Updated: 2020-07-17
敵対的スペクトル攻撃検出
最適化問題
深層学習手法

Automatic Detection of Generated Text is Easiest when Humans are Fooled

Authors: Daphne Ippolito, Daniel Duckworth, Chris Callison-Burch, Douglas Eck | Published: 2019-11-02 | Updated: 2020-05-07
AIによる出力の識別
テキストの摂動手法
深層学習手法

Confident Learning: Estimating Uncertainty in Dataset Labels

Authors: Curtis G. Northcutt, Lu Jiang, Isaac L. Chuang | Published: 2019-10-31 | Updated: 2022-08-22
データキュレーション
不確実性の定量化
深層学習手法

Road Context-aware Intrusion Detection System for Autonomous Cars

Authors: Jingxuan Jiang, Chundong Wang, Sudipta Chattopadhyay, Wei Zhang | Published: 2019-08-02
侵入検知システム
情報セキュリティ
深層学習手法

Black-box Adversarial ML Attack on Modulation Classification

Authors: Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha | Published: 2019-08-01
情報セキュリティ
敵対的学習
深層学習手法

Graph Interpolating Activation Improves Both Natural and Robust Accuracies in Data-Efficient Deep Learning

Authors: Bao Wang, Stanley J. Osher | Published: 2019-07-16
敵対的攻撃
深層学習手法
重み更新手法

Recovery Guarantees for Compressible Signals with Adversarial Noise

Authors: Jasjeet Dhaliwal, Kyle Hambrook | Published: 2019-07-15 | Updated: 2019-08-07
アルゴリズム設計
敵対的攻撃
深層学習手法

Measuring the Transferability of Adversarial Examples

Authors: Deyan Petrov, Timothy M. Hospedales | Published: 2019-07-14
敵対的サンプル
敵対的攻撃
深層学習手法

Adversarial Objects Against LiDAR-Based Autonomous Driving Systems

Authors: Yulong Cao, Chaowei Xiao, Dawei Yang, Jing Fang, Ruigang Yang, Mingyan Liu, Bo Li | Published: 2019-07-11
敵対的サンプル
敵対的攻撃
深層学習手法