3 papers
physics.app-ph2025
Full-Precision and Ternarised Neural Networks with Tunnel-Diode Activation Functions: Computing and Physics Perspectives
Jake McNaughton, A. H. Abbas, Ivan S. Maksymov
The mathematical complexity and high dimensionality of neural networks slow both training and deployment, demanding heavy computational resources. This has driven the search for al…
cs.LG2025
Resonant-Tunnelling Diode Reservoir Computing System for Image Recognition
A. H. Abbas, Hend Abdel-Ghani, Ivan S. Maksymov
As artificial intelligence continues to push into real-time, edge-based and resource-constrained environments, there is an urgent need for novel, hardware-efficient computational m…
nlin.CD2025
Reservoir Computing with a Single Oscillating Gas Bubble: Emphasizing the Chaotic Regime
Hend Abdel-Ghani, A. H. Abbas, Ivan S. Maksymov
The rising computational and energy demands of artificial intelligence systems urge the exploration of alternative software and hardware solutions that exploit physical effects for…