1 citations · 1 across the 12 of their papers we have counts for
8 papers · 1 filter
Chained Attacks on Drone-Based Federated Learning: From Network Disruption to Device Impersonation
Suleiman Muhammad Sabo, Hamed Alkharsh, Peilin Li +4
Edge Intelligence (EI) has emerged as a transformative model for mission-critical unmanned platforms, such as drone swarms, by enabling collaborative model training at the network…
Privacy-Preserving Federated Autoencoder for ECG Anomaly Detection on Edge Devices
Kaan Arda Akyol, Jakub Kacper Szeląg, Aydin Abadi +9
Continuous electrocardiography (ECG) monitoring could surface rhythm abnormalities before they escalate into cardiovascular events. However, a deployable system must satisfy three…
Oblivis: A Framework for Delegated and Efficient Oblivious Transfer
Aydin Abadi, Yvo Desmedt
As database deployments shift toward cloud platforms and edge devices, thin clients need to securely retrieve sensitive records without leaking their query intent or metadata to th…
Verifiable Homomorphic Linear Combinations in Multi-Instance Time-Lock Puzzles
Aydin Abadi
Time-Lock Puzzles (TLPs) have been developed to securely transmit sensitive information into the future without relying on a trusted third party. Multi-instance TLP is a scalable v…
Privacy-Preserving Data Deduplication for Enhancing Federated Learning of Language Models (Extended Version)
Aydin Abadi, Vishnu Asutosh Dasu, Sumanta Sarkar
Deduplication is a vital preprocessing step that enhances machine learning model performance and saves training time and energy. However, enhancing federated learning through dedup…
Delegated-Query Oblivious Transfer and its Practical Applications
Yvo Desmedt, Aydin Abadi
Databases play a pivotal role in the contemporary World Wide Web and the world of cloud computing. Unfortunately, numerous privacy violations have recently garnered attention in th…
Supersonic OT: Fast Unconditionally Secure Oblivious Transfer
Aydin Abadi, Yvo Desmedt
Oblivious Transfer (OT) is a fundamental cryptographic protocol with applications in secure Multi-Party Computation, Federated Learning, and Private Set Intersection. With the adve…
Tempora-Fusion: Time-Lock Puzzle with Efficient Verifiable Homomorphic Linear Combination
Aydin Abadi, Jakub K. Szelag
We present Tempora-Fusion, the first homomorphic TLP scheme with efficient public verification of both individual puzzle solutions and homomorphic linear combinations. Tempora-Fusi…