Lightning talk: private and secure edge ai with hyperdimensional computing

X Yu, M Zhou, F Asgarinejad, O Gungor… - 2023 60th ACM/IEEE …, 2023 - ieeexplore.ieee.org
As a lightweight and robust brain-inspired computing paradigm, Hyperdimensional
Computing (HDC) serves as a promising solution for the next-generation edge AI. However …

Sobol sequence optimization for hardware-efficient vector symbolic architectures

S Aygun, MH Najafi - … on Computer-Aided Design of Integrated …, 2024 - ieeexplore.ieee.org
Hyperdimensional computing (HDC) is an emerging computing paradigm with significant
promise for efficient and robust learning. In HDC, objects are encoded with high …

All You Need is Unary: End-to-End Unary Bit-stream Processing in Hyperdimensional Computing

M Shoushtari Moghadam, S Aygun… - Proceedings of the 29th …, 2024 - dl.acm.org
Hyperdimensional Computing (HDC) is a brain-inspired computing paradigm introduced to
achieve energy efficiency with a lightweight and single-pass training model. Hypervectors …

Private and Efficient Learning with Hyperdimensional Computing

B Khaleghi, X Yu, J Kang, X Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Machine learning algorithms, especially deep neural networks (DNNs), are computationally
expensive and vulnerable to privacy breaches. Hyperdimensional Computing (HDC) is a …

[PDF][PDF] Lightning talk: Private and secure learning at the edge with hyperdimensional computing

X Yu, M Zhou, F Asgarinejad, O Gungor, B Aksanli… - 2023 - cseweb.ucsd.edu
As a lightweight and robust brain-inspired computing paradigm, Hyperdimensional
Computing (HDC) serves as a promising solution for the next-generation edge AI. However …

[PDF][PDF] Private and Secure Learning at the Edge with Hyperdimensional Computing

X Yu, M Zhou, F Asgarinejad, O Gungor, B Aksanli… - 2023 - par.nsf.gov
As a lightweight and robust brain-inspired computing paradigm, Hyperdimensional
Computing (HDC) serves as a promising solution for the next-generation edge AI. However …

Investigation of Machine Learning Approaches on Security Analysis of Cryptographic Algorithms

K Anitha, A Devipriya, N Manikandan… - Machine Learning and …, 2024 - igi-global.com
The distributed denial of service (DDoS) assault was a kind of intrusion in the cloud
computing environment that severely affects the end user by injecting illegitimate packets …