Classification using Hyperdimensional Computing: A Review

19 April 2020

Keshab K. Parhi

Papers citing "Classification using Hyperdimensional Computing: A Review"

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Title
HD-CB: The First Exploration of Hyperdimensional Computing for Contextual Bandits Problems Marco Angioli Antonello Rosato Marcello Barbirotta Rocco Martino Francesco Menichelli Mauro Olivieri 102 0 0 28 Jan 2025
On Design Choices in Similarity-Preserving Sparse Randomized Embeddings Denis Kleyko D. Rachkovskij 111 0 0 28 Jan 2025
Hyperdimensional Computing Empowered Federated Foundation Model over Wireless Networks for Metaverse Yahao Ding Wen Shang Minrui Xu Zhaohui Yang Ye Hu Dusit Niyato M. Shikh-Bahaei 53 0 0 26 Aug 2024
CiliaGraph: Enabling Expression-enhanced Hyper-Dimensional Computation in Ultra-Lightweight and One-Shot Graph Classification on Edge Yuxi Han Jihe Wang Danghui Wang 81 1 0 29 May 2024
Laplace-HDC: Understanding the geometry of binary hyperdimensional computing Saeid Pourmand Wyatt D. Whiting Alireza Aghasi Nicholas F. Marshall 87 1 0 16 Apr 2024
Enhanced Detection of Transdermal Alcohol Levels Using Hyperdimensional Computing on Embedded Devices Manuel E. Segura Pere Vergés Justin Tian Jin Chen Ramesh Arangott Angela Kristine Garcia Laura Garcia Reynoso Alexandru Nicolau T. Givargis Sergio Gago Masagué 67 3 0 18 Mar 2024
Molecular Classification Using Hyperdimensional Graph Classification Pere Vergés Igor O. Nunes Mike Heddes T. Givargis Alexandru Nicolau 66 4 0 18 Mar 2024
Scheduled Knowledge Acquisition on Lightweight Vector Symbolic Architectures for Brain-Computer Interfaces Yejia Liu Shijin Duan Xiaolin Xu Shaolei Ren 97 1 0 18 Mar 2024
HDReason: Algorithm-Hardware Codesign for Hyperdimensional Knowledge Graph Reasoning Hanning Chen Yang Ni Ali Zakeri Zhuowen Zou Sanggeon Yun Fei Wen Behnam Khaleghi Narayan Srinivasa Hugo Latapie Mohsen Imani 67 3 0 09 Mar 2024
Hyperdimensional computing: a fast, robust and interpretable paradigm for biological data Michiel Stock Dimitri Boeckaerts Pieter Dewulf S. Taelman Maxime Van Haeverbeke W. Criekinge B. De Baets 70 3 0 27 Feb 2024
Robust Clustering using Hyperdimensional Computing Lulu Ge Keshab K. Parhi 66 5 0 05 Dec 2023
Towards Efficient Hyperdimensional Computing Using Photonics Farbin Fayza Cansu Demirkıran Hanning Chen Che-Kai Liu Avi Mohan ... Sanggeon Yun Mohsen Imani David Zhang D. Bunandar Ajay Joshi 59 0 0 29 Nov 2023
uHD: Unary Processing for Lightweight and Dynamic Hyperdimensional Computing Sercan Aygün Mehran Shoushtari Moghadam M. H. Najafi 43 4 0 16 Nov 2023
The Hyperdimensional Transform for Distributional Modelling, Regression and Classification Pieter Dewulf B. De Baets Michiel Stock 79 3 0 14 Nov 2023
HyperSNN: A new efficient and robust deep learning model for resource constrained control applications Zhanglu Yan Shida Wang Kaiwen Tang Wong-Fai Wong 43 2 0 16 Aug 2023
DOMINO: Domain-invariant Hyperdimensional Classification for Multi-Sensor Time Series Data Junyao Wang Luke Chen Mohammad Abdullah Al Faruque 72 5 0 07 Aug 2023
Learning from Hypervectors: A Survey on Hypervector Encoding Ieee Mehran Sercan Aygun Member Ieee Shoushtari Moghadam Student Member Muhammad Hassan Ieee Mohsen Imani ID Member 66 27 0 01 Aug 2023
Resource-Efficient Federated Hyperdimensional Computing Nikita Zeulin O. Galinina N. Himayat Sergey D. Andreev 54 1 0 02 Jun 2023
Training a HyperDimensional Computing Classifier using a Threshold on its Confidence Laura Smets W. V. Leekwijck I. Tsang Steven Latré 51 9 0 30 May 2023
DistHD: A Learner-Aware Dynamic Encoding Method for Hyperdimensional Classification Junyao Wang Sitao Huang Mohsen Imani 136 9 0 11 Apr 2023
HD-Bind: Encoding of Molecular Structure with Low Precision, Hyperdimensional Binary Representations Derek Jones Jonathan E. Allen Xiaohua Zhang Behnam Khaleghi Jaeyoung Kang Weihong Xu Niema Moshiri Tajana Rosing 55 3 0 27 Mar 2023
On-Device Unsupervised Image Segmentation Junhuan Yang Yi Sheng Yu-zhao Zhang Weiwen Jiang Lei Yang 86 12 0 24 Feb 2023
MetaLDC: Meta Learning of Low-Dimensional Computing Classifiers for Fast On-Device Adaption Yejia Liu Shijin Duan Xiaolin Xu Shaolei Ren 74 4 0 23 Feb 2023
NasHD: Efficient ViT Architecture Performance Ranking using Hyperdimensional Computing Dongning Ma Pengfei Zhao Xun Jiao 75 0 0 23 Sep 2022
Streaming Encoding Algorithms for Scalable Hyperdimensional Computing Anthony Thomas Behnam Khaleghi Gopi Krishna Jha S. Dasgupta N. Himayat Ravi Iyer Nilesh Jain Tajana Rosing 88 6 0 20 Sep 2022
Computing with Hypervectors for Efficient Speaker Identification Ping-Chen Huang Denis Kleyko J. Rabaey Bruno A. Olshausen P. Kanerva 81 2 0 28 Aug 2022
AI Augmented Edge and Fog Computing: Trends and Challenges Shreshth Tuli Fatemeh Mirhakimi Samodha Pallewatta Syed Zawad G. Casale B. Javadi Feng Yan Rajkumar Buyya N. Jennings 65 59 0 01 Aug 2022
Torchhd: An Open Source Python Library to Support Research on Hyperdimensional Computing and Vector Symbolic Architectures Mike Heddes Igor O. Nunes Pere Vergés Denis Kleyko Danny Abraham T. Givargis Alexandru Nicolau A. Veidenbaum 83 24 0 18 May 2022
An Extension to Basis-Hypervectors for Learning from Circular Data in Hyperdimensional Computing Igor O. Nunes Mike Heddes T. Givargis Alexandru Nicolau 56 11 0 16 May 2022
Brain-Inspired Hyperdimensional Computing: How Thermal-Friendly for Edge Computing? P. Genssler Austin Vas H. Amrouch 102 10 0 05 Apr 2022
LeHDC: Learning-Based Hyperdimensional Computing Classifier Shijin Duan Yejia Liu Shaolei Ren Xiaolin Xu 64 31 0 18 Mar 2022
A Brain-Inspired Low-Dimensional Computing Classifier for Inference on Tiny Devices Shijin Duan Xiaolin Xu Shaolei Ren 77 13 0 09 Mar 2022
Integer Factorization with Compositional Distributed Representations Denis Kleyko Connor Bybee Christopher J. Kymn Bruno A. Olshausen A. Khosrowshahi Dmitri E. Nikonov Friedrich T. Sommer E. P. Frady CoGe 68 10 0 02 Mar 2022
Automated Architecture Search for Brain-inspired Hyperdimensional Computing Junhuan Yang Yi Sheng Sizhe Zhang Ruixuan Wang K. Foreman M. Paige Xun Jiao Weiwen Jiang Lei Yang 52 7 0 11 Feb 2022
Understanding Hyperdimensional Computing for Parallel Single-Pass Learning Tao Yu Yichi Zhang Zhiru Zhang Christopher De Sa 77 31 0 10 Feb 2022
Recursive Binding for Similarity-Preserving Hypervector Representations of Sequences D. Rachkovskij Denis Kleyko 63 7 0 27 Jan 2022
Shift-Equivariant Similarity-Preserving Hypervector Representations of Sequences D. Rachkovskij 60 8 0 31 Dec 2021
Hyperdimensional Feature Fusion for Out-Of-Distribution Detection Samuel Wilson Tobias Fischer Niko Sünderhauf Feras Dayoub OODD 80 16 0 10 Dec 2021
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges Denis Kleyko D. Rachkovskij Evgeny Osipov A. Rahim 107 136 0 12 Nov 2021
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part I: Models and Data Transformations Denis Kleyko D. Rachkovskij Evgeny Osipov Abbas Rahimi 157 127 0 11 Nov 2021
Generalized Learning Vector Quantization for Classification in Randomized Neural Networks and Hyperdimensional Computing Cameron Diao Denis Kleyko J. Rabaey Bruno A. Olshausen 72 26 0 17 Jun 2021
Vector Symbolic Architectures as a Computing Framework for Emerging Hardware Denis Kleyko Mike Davies E. P. Frady P. Kanerva Spencer J. Kent ... Evgeny Osipov J. Rabaey D. Rachkovskij Abbas Rahimi Friedrich T. Sommer 107 61 0 09 Jun 2021
Hyperdimensional Computing for Efficient Distributed Classification with Randomized Neural Networks A. Rosato Massimo Panella Denis Kleyko 79 18 0 02 Jun 2021
HDXplore: Automated Blackbox Testing of Brain-Inspired Hyperdimensional Computing Rahul Thapa Dongning Ma Xun Jiao 90 10 0 26 May 2021
HDTest: Differential Fuzz Testing of Brain-Inspired Hyperdimensional Computing Dongning Ma Jianmin Guo Yu Jiang Xun Jiao AAML 120 25 0 15 Mar 2021
Hypervector Design for Efficient Hyperdimensional Computing on Edge Devices T. Basaklar Y. Tuncel S. Y. Narayana S. Gumussoy Ümit Y. Ogras 82 26 0 08 Mar 2021
A 5 μW Standard Cell Memory-based Configurable Hyperdimensional Computing Accelerator for Always-on Smart Sensing M. Eggimann Abbas Rahimi Luca Benini 71 24 0 04 Feb 2021
Perceptron Theory Can Predict the Accuracy of Neural Networks Denis Kleyko A. Rosato E. P. Frady Massimo Panella Friedrich T. Sommer GNN 66 10 0 14 Dec 2020
Variable Binding for Sparse Distributed Representations: Theory and Applications E. P. Frady Denis Kleyko Friedrich T. Sommer 97 57 0 14 Sep 2020
Adversarial Attacks on Brain-Inspired Hyperdimensional Computing-Based Classifiers Fangfang Yang Shaolei Ren AAML 44 16 0 10 Jun 2020