深層学習手法

Local Competition and Stochasticity for Adversarial Robustness in Deep Learning

Authors: Konstantinos P. Panousis, Sotirios Chatzis, Antonios Alexos, Sergios Theodoridis | Published: 2021-01-04 | Updated: 2021-03-29
ポイズニング
モデル性能評価
深層学習手法

CorrAttack: Black-box Adversarial Attack with Structured Search

Authors: Zhichao Huang, Yaowei Huang, Tong Zhang | Published: 2020-10-03
ロバスト性評価
深層学習手法
特徴選択手法

Query complexity of adversarial attacks

Authors: Grzegorz Głuch, Rüdiger Urbanke | Published: 2020-10-02 | Updated: 2021-02-10
ロバスト性評価
深層学習手法
計算複雑性

Deep learning for time series classification

Authors: Hassan Ismail Fawaz | Published: 2020-10-01
モデルアーキテクチャ
敵対的サンプル
深層学習手法

Multiple Classification with Split Learning

Authors: Jongwon Kim, Sungho Shin, Yeonguk Yu, Junseok Lee, Kyoobin Lee | Published: 2020-08-22 | Updated: 2020-09-11
再構成攻撃
深層学習
深層学習手法

GraphReach: Position-Aware Graph Neural Network using Reachability Estimations

Authors: Sunil Nishad, Shubhangi Agarwal, Arnab Bhattacharya, Sayan Ranu | Published: 2020-08-19 | Updated: 2021-08-20
グラフ変換
深層学習
深層学習手法

Investigating maximum likelihood based training of infinite mixtures for uncertainty quantification

Authors: Sina Däubener, Asja Fischer | Published: 2020-08-07 | Updated: 2020-08-17
不確実性評価
敵対的攻撃手法
深層学習手法

Network Moments: Extensions and Sparse-Smooth Attacks

Authors: Modar Alfadly, Adel Bibi, Emilio Botero, Salman Alsubaihi, Bernard Ghanem | Published: 2020-06-21
敵対的攻撃
深層学習手法
統計的手法

Differentiable Language Model Adversarial Attacks on Categorical Sequence Classifiers

Authors: I. Fursov, A. Zaytsev, N. Kluchnikov, A. Kravchenko, E. Burnaev | Published: 2020-06-19
敵対的サンプル
敵対的学習
深層学習手法

Local Competition and Uncertainty for Adversarial Robustness in Deep Learning

Authors: Antonios Alexos, Konstantinos P. Panousis, Sotirios Chatzis | Published: 2020-06-18
性能評価
敵対的学習
深層学習手法