Private inference in quantized models

Z Deng, V Ramkumar, R Bitar, N Raviv - arXiv preprint arXiv:2311.13686, 2023 - arxiv.org
A typical setup in many machine learning scenarios involves a server that holds a model
and a user that possesses data, and the challenge is to perform inference while …

Non-Binary Covering Codes for Low-Access Computations

V Ramkumar, N Raviv, I Tamo - arXiv preprint arXiv:2405.05845, 2024 - arxiv.org
Given a real dataset and a computation family, we wish to encode and store the dataset in a
distributed system so that any computation from the family can be performed by accessing a …