Electronics News

Latest research from arXiv, written for makers and embedded engineers.

cs.AR

TreeGRNG: A Smarter Way to Generate Gaussian Random Numbers for AI at the Edge

A new binary tree approach to Gaussian random number generation cuts energy by 3.7x and boosts throughput density by 5.8x, making Bayesian Neural Networks practical on ultra-low-power hardware.

2026-06-16

cs.AR

Delta-Aware Training Cuts Neural Network Weight Storage Nearly in Half on Tiny FPGAs

A new compression technique stores neural network weights as small deltas instead of full values, cutting memory use by nearly 50% on resource-constrained FPGAs.

2026-06-16