2 papers
cs.LG2025
Regularization-based Framework for Quantization-, Fault- and Variability-Aware Training
Anmol Biswas, Raghav Singhal, Sivakumar Elangovan +2
Efficient inference is critical for deploying deep learning models on edge AI devices. Low-bit quantization (e.g., 3- and 4-bit) with fixed-point arithmetic improves efficiency, wh…
cs.LG2024
Temporal and Spatial Reservoir Ensembling Techniques for Liquid State Machines
Anmol Biswas, Sharvari Ashok Medhe, Raghav Singhal +1
Reservoir computing (RC), is a class of computational methods such as Echo State Networks (ESN) and Liquid State Machines (LSM) describe a generic method to perform pattern recogni…