A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges

12 November 2021

Papers citing "A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges"

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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 61 0 0 28 Jan 2025
A Mathematical Framework for the Problem of Security for Cognition in Neurotechnology B. Bagley Claudia K Petritsch 58 0 0 28 Jan 2025
On Design Choices in Similarity-Preserving Sparse Randomized Embeddings Denis Kleyko D. Rachkovskij 45 0 0 28 Jan 2025
Symbolic Disentangled Representations for Images Alexandr Korchemnyi A. Kovalev Aleksandr I. Panov OCL 49 0 0 31 Dec 2024
On the Role of Noise in Factorizers for Disentangling Distributed Representations G. Karunaratne Michael Hersche A. Sebastian Abbas Rahimi 76 0 0 30 Nov 2024
A Walsh Hadamard Derived Linear Vector Symbolic Architecture Mohammad Mahmudul Alam Alexander Oberle Edward Raff Stella Biderman Tim Oates James Holt LLMSV 31 0 0 30 Oct 2024
Brain Inspired Probabilistic Occupancy Grid Mapping with Hyperdimensional Computing Shay Snyder Andrew Capodieci David Gorsich Maryam Parsa 22 0 0 17 Aug 2024
Hyperdimensional Quantum Factorization Prathyush P. Poduval Zhuowen Zou Alvaro Velasquez Mohsen Imani 21 1 0 13 Jun 2024
Unsupervised Extractive Dialogue Summarization in Hyperdimensional Space Seongmin Park Kyungho Kim Jaejin Seo Jihwa Lee 26 0 0 16 May 2024
Generalized Holographic Reduced Representations Calvin Yeung Zhuowen Zou Mohsen Imani 35 2 0 15 May 2024
Vector-Symbolic Architecture for Event-Based Optical Flow Hongzhi You Yijun Cao Wei Yuan Fanjun Wang Ning Qiao Yongjie Li 45 2 0 14 May 2024
Distributed Representations Enable Robust Multi-Timescale Symbolic Computation in Neuromorphic Hardware Madison Cotteret Hugh Greatorex Alpha Renner Junren Chen Emre Neftci Huaqiang Wu Giacomo Indiveri Martin Ziegler Elisabetta Chicca 34 2 0 02 May 2024
Compositional Factorization of Visual Scenes with Convolutional Sparse Coding and Resonator Networks Christopher J. Kymn Sonia Mazelet Annabel Ng Denis Kleyko Bruno A. Olshausen 32 3 0 29 Apr 2024
Modular, Hierarchical Machine Learning for Sequential Goal Completion Nathan McDonald 32 0 0 29 Apr 2024
Assembling Modular, Hierarchical Cognitive Map Learners with Hyperdimensional Computing Nathan McDonald Anthony Dematteo 35 0 0 29 Apr 2024
Laplace-HDC: Understanding the geometry of binary hyperdimensional computing Saeid Pourmand Wyatt D. Whiting Alireza Aghasi Nicholas F. Marshall 35 1 0 16 Apr 2024
H3DFact: Heterogeneous 3D Integrated CIM for Factorization with Holographic Perceptual Representations Zishen Wan Che-Kai Liu Mohamed Ibrahim Hanchen Yang S. Spetalnick Tushar Krishna A. Raychowdhury 33 7 0 05 Apr 2024
Self-Attention Based Semantic Decomposition in Vector Symbolic Architectures Calvin Yeung Prathyush P. Poduval Mohsen Imani 26 1 0 20 Mar 2024
Scheduled Knowledge Acquisition on Lightweight Vector Symbolic Architectures for Brain-Computer Interfaces Yejia Liu Shijin Duan Xiaolin Xu Shaolei Ren 20 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 31 1 0 09 Mar 2024
Linear Codes for Hyperdimensional Computing Netanel Raviv 32 2 0 05 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 29 2 0 27 Feb 2024
Robust Clustering using Hyperdimensional Computing Lulu Ge Keshab K. Parhi 11 4 0 05 Dec 2023
The Hyperdimensional Transform for Distributional Modelling, Regression and Classification Pieter Dewulf B. De Baets Michiel Stock 41 3 0 14 Nov 2023
Computing with Residue Numbers in High-Dimensional Representation Christopher J. Kymn Denis Kleyko E. P. Frady Connor Bybee P. Kanerva Friedrich T. Sommer Bruno A. Olshausen 28 6 0 08 Nov 2023
Decodable and Sample Invariant Continuous Object Encoder Dehao Yuan Furong Huang Cornelia Fermuller Yiannis Aloimonos 11 2 0 31 Oct 2023
The Hyperdimensional Transform: a Holographic Representation of Functions Pieter Dewulf Michiel Stock B. De Baets 8 2 0 24 Oct 2023
Information Processing by Neuron Populations in the Central Nervous System: Mathematical Structure of Data and Operations Martin N. P. Nilsson 21 1 0 05 Sep 2023
Random Projections of Sparse Adjacency Matrices Frank Qiu 19 0 0 04 Sep 2023
Unsupervised Dialogue Topic Segmentation in Hyperdimensional Space Seongmin Park Jinkyu Seo Jihwa Lee 12 0 0 21 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 27 25 0 01 Aug 2023
Resource-Efficient Federated Hyperdimensional Computing Nikita Zeulin O. Galinina N. Himayat Sergey D. Andreev 22 1 0 02 Jun 2023
Efficient Decoding of Compositional Structure in Holistic Representations Denis Kleyko Connor Bybee Ping-Chen Huang Christopher J. Kymn Bruno A. Olshausen E. P. Frady Friedrich T. Sommer 14 10 0 26 May 2023
Modularizing and Assembling Cognitive Map Learners via Hyperdimensional Computing N. McDonald 21 6 0 10 Apr 2023
WHYPE: A Scale-Out Architecture with Wireless Over-the-Air Majority for Scalable In-memory Hyperdimensional Computing Robert Guirado Abbas Rahimi G. Karunaratne Eduard Alarcón A. Sebastian S. Abadal 33 9 0 04 Feb 2023
In-memory factorization of holographic perceptual representations Jovin Langenegger G. Karunaratne Michael Hersche Luca Benini A. Sebastian Abbas Rahimi 32 25 0 09 Nov 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 18 6 0 20 Sep 2022
Unpaired Image Translation via Vector Symbolic Architectures Justin D. Theiss Jay Leverett Daeil Kim Aayush Prakash 14 26 0 06 Sep 2022
Computing with Hypervectors for Efficient Speaker Identification Ping-Chen Huang Denis Kleyko J. Rabaey Bruno A. Olshausen P. Kanerva 30 2 0 28 Aug 2022
Neuromorphic Visual Scene Understanding with Resonator Networks Alpha Renner Lazar Supic Andreea Danielescu Giacomo Indiveri Bruno A. Olshausen Yulia Sandamirskaya Friedrich T. Sommer E. P. Frady 26 19 0 26 Aug 2022
Graph Embeddings via Tensor Products and Approximately Orthonormal Codes Frank Qiu 16 3 0 18 Aug 2022
Hyperdimensional Computing vs. Neural Networks: Comparing Architecture and Learning Process Dongning Ma Xun Jiao 6 9 0 24 Jul 2022
Residual and Attentional Architectures for Vector-Symbols W. Olin-Ammentorp 20 3 0 18 Jul 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 31 20 0 18 May 2022
Hyperdimensional Hashing: A Robust and Efficient Dynamic Hash Table Mike Heddes Igor O. Nunes T. Givargis Alexandru Nicolau A. Veidenbaum 35 15 0 16 May 2022
Hyperdimensional computing encoding for feature selection on the use case of epileptic seizure detection U. Pale T. Teijeiro David Atienza Alonso 36 4 0 16 May 2022
Generalized Key-Value Memory to Flexibly Adjust Redundancy in Memory-Augmented Networks Denis Kleyko G. Karunaratne J. Rabaey A. Sebastian Abbas Rahimi KELM 30 10 0 11 Mar 2022
A Neuro-vector-symbolic Architecture for Solving Raven's Progressive Matrices Michael Hersche Mustafa Zeqiri Luca Benini Abu Sebastian Abbas Rahimi NAI 27 91 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 16 9 0 02 Mar 2022
HDC-MiniROCKET: Explicit Time Encoding in Time Series Classification with Hyperdimensional Computing Kenny Schlegel Peer Neubert P. Protzel AI4TS 11 23 0 16 Feb 2022