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Rafael G. L. D'Oliveira

2 accepted papers

2024

Crypto-Mine: Cryptanalysis Via Mutual Information Neural Estimation

ICASSP 2024accepted

The use of Mutual Information (MI) as a measure to evaluate the efficiency of cryptosystems has an extensive history. However, estimating MI between unknown random variables in a high-dimensional space is challenging. Recent advances in machine learning have enabled progress in estimating MI using n…

Cited by 0SourceScholar
2023

CPA: Compressed Private Aggregation for Scalable Federated Learning Over Massive Networks

ICASSP 2023accepted

Federated learning (FL) allows a central server to train a model using remote users’ data. FL faces challenges in preserving the local datasets privacy and in its communication overhead; which is considerably dominant in large-scale networks. These limitations are often mitigated individually by loc…

Cited by 0SourceScholar