Articles with "vector symbolic" as a keyword



Semantic Similarity Estimation Using Vector Symbolic Architectures

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Published in 2020 at "IEEE Access"

DOI: 10.1109/access.2020.3001765

Abstract: For many natural language processing applications, estimating similarity and relatedness between words are key tasks that serve as the basis for classification and generalization. Currently, vector semantic models (VSM) have become a fundamental language modeling… read more here.

Keywords: vector symbolic; similarity estimation; semantic similarity; high dimensional ... See more keywords

Vector Symbolic Architectures as a Computing Framework for Emerging Hardware

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Published in 2022 at "Proceedings of the IEEE"

DOI: 10.1109/jproc.2022.3209104

Abstract: This article reviews recent progress in the development of the computing framework vector symbolic architectures (VSA) (also known as hyperdimensional computing). This framework is well suited for implementation in stochastic, emerging hardware, and it naturally… read more here.

Keywords: vector symbolic; computing framework; hardware; framework ... See more keywords

A Two-Layer Self-Organizing Map with Vector Symbolic Architecture for Spatiotemporal Sequence Learning and Prediction

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Published in 2024 at "Biomimetics"

DOI: 10.3390/biomimetics9030175

Abstract: We propose a new nature- and neuro-science-inspired algorithm for spatiotemporal learning and prediction based on sequential recall and vector symbolic architecture. A key novelty is the learning of spatial and temporal patterns as decoupled concepts… read more here.

Keywords: sequence learning; vector symbolic; learning prediction; prediction ... See more keywords

Robotic Motion Intelligence Using Vector Symbolic Architectures and Blockchain-Based Smart Contracts

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Published in 2025 at "Robotics"

DOI: 10.3390/robotics14040038

Abstract: The rapid adoption of artificial intelligence (AI) systems, such as predictive AI, generative AI, and explainable AI, is in contrast to the slower development and uptake of robotic AI systems. Dynamic environments, sensory processing, mechanical… read more here.

Keywords: motion intelligence; vector symbolic; smart contracts; motion ... See more keywords