2 papers
cond-mat.dis-nn2025
Improving deep neural network performance through sampling
Lakshmi A. Ghantasala, Ming-Che Li, Risi Jaiswal +4
Energy efficient sampling with probabilistic neurons or p-bits has been demonstrated in the context of Boltzmann machines and it is natural to ask if these approaches can be extend…
cs.LG2025
Energy-Efficient Supervised Learning with a Binary Stochastic Forward-Forward Algorithm
Risi Jaiswal, Supriyo Datta, Joseph G. Makin
Reducing energy consumption has become a pressing need for modern machine learning, which has achieved many of its most impressive results by scaling to larger and more energy-cons…