2 papers
cs.LG2022
MinUn: Accurate ML Inference on Microcontrollers
Shikhar Jaiswal, Rahul Kiran Kranti Goli, Aayan Kumar +2
Running machine learning inference on tiny devices, known as TinyML, is an emerging research area. This task requires generating inference code that uses memory frugally, a task th…
cs.CR2021
SIRNN: A Math Library for Secure RNN Inference
Deevashwer Rathee, Mayank Rathee, Rahul Kranti Kiran Goli +4
Complex machine learning (ML) inference algorithms like recurrent neural networks (RNNs) use standard functions from math libraries like exponentiation, sigmoid, tanh, and reciproc…