2 papers
cs.CR2026
Privacy-Preserving Distributed Learning in IoT Systems: A Unified Threat Model and Evaluation Framework
John Cartmell, Alexander Williams
The increasing deployment of Internet-of-Things (IoT) devices has accelerated the use of distributed learning frameworks, where data remains local while model updates are shared ac…
cs.LG2026
Bloom Filter Encoding for Machine Learning
John Cartmell, Mihaela Cardei, Ionut Cardei
We present a method that uses a Bloom filter transform to preprocess data for machine learning. Each sample is encoded into a compact bit-array representation using hash-based enco…