2 papers
cs.AR2025
Approximate Multiplier Induced Error Propagation in Deep Neural Networks
A. M. H. H. Alahakoon, Hassaan Saadat, Darshana Jayasinghe +1
Deep Neural Networks (DNNs) rely heavily on dense arithmetic operations, motivating the use of Approximate Multipliers (AxMs) to reduce energy consumption in hardware accelerators.…
cs.LG2025
AICRN: Attention-Integrated Convolutional Residual Network for Interpretable Electrocardiogram Analysis
J. M. I. H. Jayakody, A. M. H. H. Alahakoon, C. R. M. Perera +4
The paradigm of electrocardiogram (ECG) analysis has evolved into real-time digital analysis, facilitated by artificial intelligence (AI) and machine learning (ML), which has impro…