Deep Learning Method

Robust Black-box Watermarking for Deep NeuralNetwork using Inverse Document Frequency

Authors: Mohammad Mehdi Yadollahi, Farzaneh Shoeleh, Sajjad Dadkhah, Ali A. Ghorbani | Published: 2021-03-09
Model Performance Evaluation
Deep Learning Method
Watermark Evaluation

Deep Learning for Android Malware Defenses: a Systematic Literature Review

Authors: Yue Liu, Chakkrit Tantithamthavorn, Li Li, Yepang Liu | Published: 2021-03-09 | Updated: 2022-08-09
Malware Detection
Deep Learning Method
Defense Method

Debiasing Pre-trained Contextualised Embeddings

Authors: Masahiro Kaneko, Danushka Bollegala | Published: 2021-01-23
Bias Detection in AI Output
Creation of Fair AI Models
Deep Learning Method

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
Poisoning
Model Performance Evaluation
Deep Learning Method

CorrAttack: Black-box Adversarial Attack with Structured Search

Authors: Zhichao Huang, Yaowei Huang, Tong Zhang | Published: 2020-10-03
Robustness Evaluation
Deep Learning Method
Feature Selection Method

Query complexity of adversarial attacks

Authors: Grzegorz Głuch, Rüdiger Urbanke | Published: 2020-10-02 | Updated: 2021-02-10
Robustness Evaluation
Deep Learning Method
Computational Complexity

Deep learning for time series classification

Authors: Hassan Ismail Fawaz | Published: 2020-10-01
Model Architecture
Adversarial Example
Deep Learning Method

Multiple Classification with Split Learning

Authors: Jongwon Kim, Sungho Shin, Yeonguk Yu, Junseok Lee, Kyoobin Lee | Published: 2020-08-22 | Updated: 2020-09-11
Reconstruction Attack
Deep Learning
Deep Learning Method

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
Graph Transformation
Deep Learning
Deep Learning Method

Investigating maximum likelihood based training of infinite mixtures for uncertainty quantification

Authors: Sina Däubener, Asja Fischer | Published: 2020-08-07 | Updated: 2020-08-17
Uncertainty Assessment
Adversarial Attack Methods
Deep Learning Method