Commentaries on "Learning Sensorimotor Control with Neuromorphic Sensors: Toward Hyperdimensional Active Perception" [Science Robotics Vol. 4 Issue 30 (2019) 1-10
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Abstract (arXiv)
This correspondence comments on the findings reported in a recent Science Robotics article by Mitrokhin et al. [1]. The main goal of this commentary is to expand on some of the issues touched on in that article. Our experience is that hyperdimensional computing is very different from other approaches to computation and that it can take considerable exposure to its concepts before attaining practically useful understanding. Therefore, in order to provide an overview of the area to the first time reader of [1], the commentary includes a brief historic overview as well as connects the findings of the article to a larger body of literature existing in the area.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 25 Mar 2020.
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Citing papers per year: 2021: 4; 2022: 0; 2023: 2; 2024: 0; 2025: 1.
7 papers.
- 2021A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part I: Models and Data Transformationscited by 98
- 2021A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challengescited by 68
- 2021Vector Symbolic Architectures as a Computing Framework for Emerging Hardwarecited by 35
- 2021Hyperseed: Unsupervised Learning with Vector Symbolic Architecturescited by 8
- 2023An Encoding Framework for Binarized Images using HyperDimensional Computingcited by 5
- 2023Cognitive modeling and learning with sparse binary hypervectorscited by 1
- 2025Hyperdimensional Probe: Decoding LLM Representations via Vector Symbolic Architecturescited by 1
- 2025Hyperdimensional Probe: Decoding LLM Representations via Vector Symbolic Architectures29 Sep 2025
- 2023An Encoding Framework for Binarized Images using HyperDimensional Computing1 Dec 2023
- 2023Cognitive modeling and learning with sparse binary hypervectors16 Sep 2023
- 2021A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges12 Nov 2021
- 2021A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part I: Models and Data Transformations11 Nov 2021
- 2021Hyperseed: Unsupervised Learning with Vector Symbolic Architectures15 Oct 2021
- 2021Vector Symbolic Architectures as a Computing Framework for Emerging Hardware9 Jun 2021