Algorithm Design

Differentially Private Clustering in Data Streams

Authors: Alessandro Epasto, Tamalika Mukherjee, Peilin Zhong | Published: 2023-07-14 | Updated: 2024-01-08
Algorithm Design
Scalability Analysis
Data Obfuscation

Information-Theoretically Private Federated Submodel Learning with Storage Constrained Databases

Authors: Sajani Vithana, Sennur Ulukus | Published: 2023-07-12
Algorithm Design
Data Integrity Constraints
Efficiency Evaluation

ConFL: Constraint-guided Fuzzing for Machine Learning Framework

Authors: Zhao Liu, Quanchen Zou, Tian Yu, Xuan Wang, Guozhu Meng, Kai Chen, Deyue Zhang | Published: 2023-07-11
Algorithm Design
Fuzzing
Performance Evaluation

Bounding data reconstruction attacks with the hypothesis testing interpretation of differential privacy

Authors: Georgios Kaissis, Jamie Hayes, Alexander Ziller, Daniel Rueckert | Published: 2023-07-08
Algorithm Design
Security Assurance
Data Obfuscation

An Algorithm for Persistent Homology Computation Using Homomorphic Encryption

Authors: Dominic Gold, Koray Karabina, Francis C. Motta | Published: 2023-07-04
Algorithm Design
Computational Complexity
Watermark Robustness

Approximate, Adapt, Anonymize (3A): a Framework for Privacy Preserving Training Data Release for Machine Learning

Authors: Tamas Madl, Weijie Xu, Olivia Choudhury, Matthew Howard | Published: 2023-07-04
Algorithm Design
Dataset Generation
Data Obfuscation

New intelligent defense systems to reduce the risks of Selfish Mining and Double-Spending attacks using Learning Automata

Authors: Seyed Ardalan Ghoreishi, Mohammad Reza Meybodi | Published: 2023-07-02 | Updated: 2024-03-08
Algorithm Design
Security Assurance
Reinforcement Learning Environment

Locally Differentially Private Distributed Online Learning with Guaranteed Optimality

Authors: Ziqin Chen, Yongqiang Wang | Published: 2023-06-25 | Updated: 2024-08-23
Algorithm Design
Privacy Protection
Convergence Guarantee

Machine Learning needs Better Randomness Standards: Randomised Smoothing and PRNG-based attacks

Authors: Pranav Dahiya, Ilia Shumailov, Ross Anderson | Published: 2023-06-24 | Updated: 2024-02-10
Algorithm Design
Adversarial attack
Statistical Testing

Decentralized Online Federated G-Network Learning for Lightweight Intrusion Detection

Authors: Mert Nakıp, Baran Can Gül, Erol Gelenbe | Published: 2023-06-22 | Updated: 2023-11-28
Algorithm Design
Malware Detection Method
Federated Learning