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Distributed Representations Enable Robust Multi-Timescale Symbolic Computation in Neuromorphic Hardware

2 May 2024

Papers citing "Distributed Representations Enable Robust Multi-Timescale Symbolic Computation in Neuromorphic Hardware"

29 / 29 papers shown

Title
A Grid Cell-Inspired Structured Vector Algebra for Cognitive Maps Sven Krausse Emre Neftci Friedrich T. Sommer Alpha Renner 118 0 0 11 Mar 2025
TEXEL: A neuromorphic processor with on-chip learning for beyond-CMOS device integration Hugh Greatorex Ole Richter Michele Mastella Madison Cotteret Philipp Klein ... Junren Chen Martin Ziegler Laura Bégon-Lours Giacomo Indiveri Elisabetta Chicca 70 3 0 21 Oct 2024
Linear Codes for Hyperdimensional Computing Netanel Raviv 65 3 0 05 Mar 2024
Neuromorphic Intermediate Representation: A Unified Instruction Set for Interoperable Brain-Inspired Computing Jens Egholm Pedersen Steven Abreu Matthias Jobst Gregor Lenz Vittorio Fra ... Gianvito Urgese Sadasivan Shankar Terrence C. Stewart Jason K. Eshraghian Sadique Sheik 84 33 0 24 Nov 2023
Scaling Limits of Memristor-Based Routers for Asynchronous Neuromorphic Systems Junren Chen Si-Jung Yang Huaqiang Wu Giacomo Indiveri Melika Payvand 28 8 0 16 Jul 2023
Gradient-descent hardware-aware training and deployment for mixed-signal Neuromorphic processors Uğurcan Cakal Maryada Chenxi Wu I. Ulusoy Dylan R. Muir 61 6 0 14 Mar 2023
Capacity Analysis of Vector Symbolic Architectures K. Clarkson Shashanka Ubaru E. Yang 96 12 0 24 Jan 2023
Vector Symbolic Finite State Machines in Attractor Neural Networks Madison Cotteret Hugh Greatorex Martin Ziegler Elisabetta Chicca 98 6 0 02 Dec 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 86 19 0 26 Aug 2022
A Neuro-vector-symbolic Architecture for Solving Raven's Progressive Matrices Michael Hersche Mustafa Zeqiri Luca Benini Abu Sebastian Abbas Rahimi NAI 97 95 0 09 Mar 2022
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges Denis Kleyko D. Rachkovskij Evgeny Osipov A. Rahim 109 136 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
Efficient Neuromorphic Signal Processing with Loihi 2 Garrick Orchard E. P. Frady D. B. Rubin Sophia Sanborn S. Shrestha Friedrich T. Sommer Mike Davies 74 173 0 05 Nov 2021
Computing on Functions Using Randomized Vector Representations E. P. Frady Denis Kleyko Christopher J. Kymn Bruno A. Olshausen Friedrich T. Sommer 80 71 0 08 Sep 2021
Online Training of Spiking Recurrent Neural Networks with Phase-Change Memory Synapses Yiğit Demirağ Charlotte Frenkel Melika Payvand Giacomo Indiveri 85 17 0 04 Aug 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
Supervised training of spiking neural networks for robust deployment on mixed-signal neuromorphic processors Julian Büchel D. Zendrikov S. Solinas Giacomo Indiveri Dylan R. Muir 64 20 0 12 Feb 2021
A Theoretical Perspective on Hyperdimensional Computing Anthony Thomas S. Dasgupta Tajana Simunic 83 87 0 14 Oct 2020
Variable Binding for Sparse Distributed Representations: Theory and Applications E. P. Frady Denis Kleyko Friedrich T. Sommer 97 57 0 14 Sep 2020
Visual Pattern Recognition with on On-chip Learning: towards a Fully Neuromorphic Approach Sandro Baumgartner Alpha Renner Raphaela Kreiser Dongchen Liang Giacomo Indiveri Yulia Sandamirskaya 36 6 0 08 Aug 2020
Surrogate gradients for analog neuromorphic computing Benjamin Cramer Sebastian Billaudelle Simeon Kanya Aron Leibfried Andreas Grubl ... Korbinian Schreiber Yannik Stradmann Johannes Weis Johannes Schemmel Friedemann Zenke 79 107 0 12 Jun 2020
In-memory hyperdimensional computing G. Karunaratne Manuel Le Gallo G. Cherubini Luca Benini Abbas Rahimi Abu Sebastian 92 255 0 04 Jun 2019
Composing Neural Algorithms with Fugu J. Aimone William M. Severa C. Vineyard 61 32 0 28 May 2019
Surrogate Gradient Learning in Spiking Neural Networks Emre Neftci Hesham Mostafa Friedemann Zenke 137 1,250 0 28 Jan 2019
Robust computation with rhythmic spike patterns E. P. Frady Friedrich T. Sommer 68 79 0 23 Jan 2019
Stable Recurrent Models John Miller Moritz Hardt 81 119 0 25 May 2018
Neural Distributed Autoassociative Memories: A Survey V. Gritsenko D. Rachkovskij A. Frolov R. Gayler Denis Kleyko Evgeny Osipov 64 33 0 04 Sep 2017
Neuromorphic Hardware In The Loop: Training a Deep Spiking Network on the BrainScaleS Wafer-Scale System Sebastian Schmitt Johann Klaehn G. Bellec Andreas Grübl Maurice Guettler ... Robert Legenstein Wolfgang Maass Christian Mayr Johannes Schemmel K. Meier 59 138 0 06 Mar 2017
State dependent computation using coupled recurrent networks Ueli Rutishauser R. Douglas 104 78 0 24 Sep 2008