About
20
Publications
240
Reads
How we measure 'reads'
A 'read' is counted each time someone views a publication summary (such as the title, abstract, and list of authors), clicks on a figure, or views or downloads the full-text. Learn more
91
Citations
Current institution
Publications
Publications (20)
Hyper-Dimensional Computing (HDC) has emerged as a lightweight computational model, renowned for its robust and efficient learning capabilities, particularly suitable for resource-constrained hardware. As HDC often finds its application in edge devices, the associated security challenges pose a critical concern that cannot be ignored. In this work,...
Modular arithmetic, particularly modular reduction, is widely used in cryptographic applications such as homomorphic encryption (HE) and zero-knowledge proofs (ZKP). High-bit-width operations are crucial for enhancing security; however, they are computationally intensive due to the large number of modular operations required. The lookup-table-based...
Network sparsification serves as an effective technique to accelerate Deep Neural Network (DNN) inference. However, existing sparsification techniques often rely on structured sparsity, which yields limited benefits. This is primarily due to the significant memory and computational overhead introduced by numerous sparse storage formats during addre...
Event-driven spiking neural networks (SNNs) have demonstrated significant potential for achieving high energy and area efficiency. However, existing SNN accelerators suffer from issues such as high latency and energy consumption due to serial accumulation-comparison operations. This is mainly because SNN neurons integrate spikes, accumulate membran...
