Computing on Functions Using Randomized Vector Representations

8 September 2021

Papers citing "Computing on Functions Using Randomized Vector Representations"

36 / 36 papers shown

Title
A Grid Cell-Inspired Structured Vector Algebra for Cognitive Maps Sven Krausse Emre Neftci Friedrich T. Sommer Alpha Renner 55 0 0 11 Mar 2025
On Design Choices in Similarity-Preserving Sparse Randomized Embeddings Denis Kleyko D. Rachkovskij 45 0 0 28 Jan 2025
Towards Learning to Reason: Comparing LLMs with Neuro-Symbolic on Arithmetic Relations in Abstract Reasoning Michael Hersche Giacomo Camposampiero Roger Wattenhofer Abu Sebastian Abbas Rahimi LRM 66 1 0 07 Dec 2024
Improved Cleanup and Decoding of Fractional Power Encodings Alicia Bremer Jeff Orchard 67 0 0 30 Nov 2024
Analogical Reasoning Within a Conceptual Hyperspace Howard Goldowsky Vasanth Sarathy 35 0 0 13 Nov 2024
Binding in hippocampal-entorhinal circuits enables compositionality in cognitive maps Christopher J. Kymn Sonia Mazelet Anthony Thomas Denis Kleyko E. P. Frady Friedrich T. Sommer Bruno A. Olshausen 42 2 0 27 Jun 2024
Generalized Holographic Reduced Representations Calvin Yeung Zhuowen Zou Mohsen Imani 43 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 53 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 39 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
A Linear Time and Space Local Point Cloud Geometry Encoder via Vectorized Kernel Mixture (VecKM) Dehao Yuan Cornelia Fermuller Tahseen Rabbani Furong Huang Yiannis Aloimonos 3DPC 27 4 0 02 Apr 2024
Self-Attention Based Semantic Decomposition in Vector Symbolic Architectures Calvin Yeung Prathyush P. Poduval Mohsen Imani 34 1 0 20 Mar 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 24 3 0 18 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 31 2 0 27 Feb 2024
HEAL: Brain-inspired Hyperdimensional Efficient Active Learning Yang Ni Zhuowen Zou Wenjun Huang Hanning Chen William Youngwoo Chung Samuel Cho R. Krishnan Pietro Mercati Mohsen Imani 34 2 0 17 Feb 2024
An Encoding Framework for Binarized Images using HyperDimensional Computing Laura Smets W. V. Leekwijck Ing Jyh Tsang Steven Latré 11 2 0 01 Dec 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 30 6 0 08 Nov 2023
Decodable and Sample Invariant Continuous Object Encoder Dehao Yuan Furong Huang Cornelia Fermuller Yiannis Aloimonos 19 2 0 31 Oct 2023
The Hyperdimensional Transform: a Holographic Representation of Functions Pieter Dewulf Michiel Stock B. De Baets 10 2 0 24 Oct 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 20 10 0 26 May 2023
Hyperdimensional Computing with Spiking-Phasor Neurons Jeff Orchard Russell J Jarvis 23 11 0 28 Feb 2023
Efficient Hyperdimensional Computing Zhanglu Yan Shida Wang Kaiwen Tang Weng-Fai Wong 29 3 0 26 Jan 2023
Visual Odometry with Neuromorphic Resonator Networks Alpha Renner Lazar Supic Andreea Danielescu Giacomo Indiveri E. P. Frady Friedrich T. Sommer Yulia Sandamirskaya 32 7 0 05 Sep 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
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 36 20 0 18 May 2022
A Neuro-vector-symbolic Architecture for Solving Raven's Progressive Matrices Michael Hersche Mustafa Zeqiri Luca Benini Abu Sebastian Abbas Rahimi NAI 35 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
Understanding Hyperdimensional Computing for Parallel Single-Pass Learning Tao Yu Yichi Zhang Zhiru Zhang Christopher De Sa 14 30 0 10 Feb 2022
Recursive Binding for Similarity-Preserving Hypervector Representations of Sequences D. Rachkovskij Denis Kleyko 23 7 0 27 Jan 2022
Shift-Equivariant Similarity-Preserving Hypervector Representations of Sequences D. Rachkovskij 18 8 0 31 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 24 126 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 72 119 0 11 Nov 2021
Hyperseed: Unsupervised Learning with Vector Symbolic Architectures Evgeny Osipov Sachin Kahawala D. Haputhanthri Thimal Kempitiya Daswin De Silva D. Alahakoon Denis Kleyko 42 26 0 15 Oct 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 34 57 0 09 Jun 2021
Perceptron Theory Can Predict the Accuracy of Neural Networks Denis Kleyko A. Rosato E. P. Frady Massimo Panella Friedrich T. Sommer GNN 28 10 0 14 Dec 2020
On the Binding Problem in Artificial Neural Networks Klaus Greff Sjoerd van Steenkiste Jürgen Schmidhuber OCL 224 254 0 09 Dec 2020