Experimental Validation

Inductive Graph Unlearning

Authors: Cheng-Long Wang, Mengdi Huai, Di Wang | Published: 2023-04-06 | Updated: 2023-04-07
Graph Neural Network
Clustering methods
Experimental Validation

Exploiting Fairness to Enhance Sensitive Attributes Reconstruction

Authors: Julien Ferry, Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Mohamed Siala | Published: 2022-09-02
Privacy Enhancing Technology
Experimental Validation
Adversarial Attack Methods

Explainable AI for Android Malware Detection: Towards Understanding Why the Models Perform So Well?

Authors: Yue Liu, Chakkrit Tantithamthavorn, Li Li, Yepang Liu | Published: 2022-09-02
Model Interpretability
Model Performance Evaluation
Experimental Validation

CPS Attack Detection under Limited Local Information in Cyber Security: A Multi-node Multi-class Classification Ensemble Approach

Authors: Junyi Liu, Yifu Tang, Haimeng Zhao, Xieheng Wang, Fangyu Li, Jingyi Zhang | Published: 2022-09-01
Model Performance Evaluation
Experimental Validation
Hierarchical Classification Methods

Federated and Privacy-Preserving Learning of Accounting Data in Financial Statement Audits

Authors: Marco Schreyer, Timur Sattarov, Damian Borth | Published: 2022-08-26
Privacy Protection Method
Framework
Experimental Validation

Combined Learning of Neural Network Weights for Privacy in Collaborative Tasks

Authors: Aline R. Ioste, Alan M. Durham, Marcelo Finger | Published: 2022-04-30
Distributed Learning
Convergence analysis
Experimental Validation

Improving Differential-Neural Distinguisher Model For DES, Chaskey, and PRESENT

Authors: Liu Zhang, Zilong Wang | Published: 2022-04-13
Algorithm Design
Experimental Validation
evaluation metrics

FROB: Few-shot ROBust Model for Classification and Out-of-Distribution Detection

Authors: Nikolaos Dionelis, Mehrdad Yaghoobi, Sotirios A. Tsaftaris | Published: 2021-11-30 | Updated: 2022-02-02
Generalization Performance
Experimental Validation
Self-Supervised Learning

Subsequent embedding in targeted image steganalysis: Theoretical framework and practical applications

Authors: David Megías, Daniel Lerch-Hostalot | Published: 2021-07-29 | Updated: 2022-03-15
Algorithm
Experimental Validation
Watermark Robustness

Blind Adversarial Pruning: Balance Accuracy, Efficiency and Robustness

Authors: Haidong Xie, Lixin Qian, Xueshuang Xiang, Naijin Liu | Published: 2020-04-10
Pruning Method
Robustness
Experimental Validation