Experimental Validation

Using Decentralized Aggregation for Federated Learning with Differential Privacy

Authors: Hadeel Abd El-Kareem, Abd El-Moaty Saleh, Ana Fernández-Vilas, Manuel Fernández-Veiga, asser El-Sonbaty | Published: 2023-11-27
Privacy Protection
Poisoning
Experimental Validation

Identifying and Mitigating Vulnerabilities in LLM-Integrated Applications

Authors: Fengqing Jiang, Zhangchen Xu, Luyao Niu, Boxin Wang, Jinyuan Jia, Bo Li, Radha Poovendran | Published: 2023-11-07 | Updated: 2023-11-29
Prompt Injection
Experimental Validation
Attack Method

Assessment of Differentially Private Synthetic Data for Utility and Fairness in End-to-End Machine Learning Pipelines for Tabular Data

Authors: Mayana Pereira, Meghana Kshirsagar, Sumit Mukherjee, Rahul Dodhia, Juan Lavista Ferres, Rafael de Sousa | Published: 2023-10-30
Data Generation
Privacy Technique
Experimental Validation

Assessing Robustness via Score-Based Adversarial Image Generation

Authors: Marcel Kollovieh, Lukas Gosch, Yan Scholten, Marten Lienen, Stephan Günnemann | Published: 2023-10-06
Data Generation
Experimental Validation
Defense Method

Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments

Authors: Maria Rigaki, Ondřej Lukáš, Carlos A. Catania, Sebastian Garcia | Published: 2023-08-23 | Updated: 2023-08-28
LLM Security
Experimental Validation
Reinforcement Learning Environment

An Unbiased Transformer Source Code Learning with Semantic Vulnerability Graph

Authors: Nafis Tanveer Islam, Gonzalo De La Torre Parra, Dylan Manuel, Elias Bou-Harb, Peyman Najafirad | Published: 2023-04-17
Experimental Validation
Vulnerability detection
evaluation metrics

Certifiable Black-Box Attacks with Randomized Adversarial Examples: Breaking Defenses with Provable Confidence

Authors: Hanbin Hong, Xinyu Zhang, Binghui Wang, Zhongjie Ba, Yuan Hong | Published: 2023-04-10 | Updated: 2024-09-06
Prompt Injection
Experimental Validation
Attack Evaluation

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