activity
20162025
most citedA simple and efficient SNN and its performance & robustness evaluation method to enable hardware implementation

2 citations · 4 across the 6 of their papers we have counts for

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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…