Learning from hypervectors: A survey on hypervector encoding

S Aygun, MS Moghadam, MH Najafi… - arXiv preprint arXiv …, 2023 - arxiv.org
Hyperdimensional computing (HDC) is an emerging computing paradigm that imitates the
brain's structure to offer a powerful and efficient processing and learning model. In HDC, the …

Testing and enhancing adversarial robustness of hyperdimensional computing

D Ma, TŠ Rosing, X Jiao - IEEE Transactions on Computer …, 2023 - ieeexplore.ieee.org
Brain-inspired hyperdimensional computing (HDC), also known as vector symbolic
architecture (VSA), is an emerging “non-von Neumann” computing scheme that imitates …

Streaming encoding algorithms for scalable hyperdimensional computing

A Thomas, B Khaleghi, GK Jha, S Dasgupta… - arXiv preprint arXiv …, 2022 - arxiv.org
Hyperdimensional computing (HDC) is a paradigm for data representation and learning
originating in computational neuroscience. HDC represents data as high-dimensional, low …

Classification using Hyperdimensional Computing: A~ Review~ with~ Comparative Analysis

P Vergés, M Heddes, I Nunes, T Givargis, A Nicolau - 2023 - researchsquare.com
Hyperdimensional computing (HD), also known as vector symbolic architectures (VSA), is an
emerging and promising paradigm for cognitive computing. At its core, HD/VSA is …

HyperMetric: Robust Hyperdimensional Computing on Error-prone Memories using Metric Learning

W Xu, V Swaminathan, S Pinge… - 2023 IEEE 41st …, 2023 - ieeexplore.ieee.org
Hyperdimensional computing (HDC) is emerging as an efficient and robust computing
paradigm that has strong resilience to various types of errors. The robustness of HDC makes …

An encoding framework for binarized images using hyperdimensional computing

L Smets, W Van Leekwijck, IJ Tsang, S Latré - Frontiers in big data, 2024 - frontiersin.org
Introduction Hyperdimensional Computing (HDC) is a brain-inspired and lightweight
machine learning method. It has received significant attention in the literature as a candidate …

Multi-label classification with Hyperdimensional Representations

R Chandrasekaran, F Asgareinjad, J Morris… - IEEE …, 2023 - ieeexplore.ieee.org
Hyperdimensional computing (HDC) is a computational paradigm that leverages the
mathematical properties of high-dimensional vector spaces to manipulate data as symbolic …

Memristor-based Approximate Query Architecture for In-memory Hyperdimensional Computing

T Yu, B Wu, K Chen, G Zhang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
As a new computing paradigm, hyperdimensional computing (HDC) has gradually
manifested its advantages in edge-side intelligent applications by virtue of its interpretability …

Federated Hyperdimensional Computing

K Ergun, R Chandrasekaran, T Rosing - arXiv preprint arXiv:2312.15966, 2023 - arxiv.org
Federated learning (FL) enables a loose set of participating clients to collaboratively learn a
global model via coordination by a central server and with no need for data sharing. Existing …

Fully Learnable Hyperdimensional Computing Framework with Ultra-tiny Accelerator for Edge-side Applications

T Yu, B Wu, K Chen, G Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Brain-inspired hyperdimensional computing (HDC) is a new computational paradigm that
encodes input sample into a hypervector (generally with dimensions of), and performs …