ReckOn: A 28nm Sub-mm2 Task-Agnostic Spiking Recurrent Neural Network Processor Enabling On-Chip Learning over Second-Long Timescales

20 August 2022

Papers citing "ReckOn: A 28nm Sub-mm2 Task-Agnostic Spiking Recurrent Neural Network Processor Enabling On-Chip Learning over Second-Long Timescales"

31 / 31 papers shown

Title
Threshold Modulation for Online Test-Time Adaptation of Spiking Neural Networks Kejie Zhao Wenjia Hua Aiersi Tuerhong Luziwei Leng Yuxin Ma Qinghua Guo 182 0 0 08 May 2025
Three-Factor Learning in Spiking Neural Networks: An Overview of Methods and Trends from a Machine Learning Perspective Szymon Mazurek Jakub Caputa Jan K. Argasiñski Maciej Wielgosz 26 0 0 06 Apr 2025
TESS: A Scalable Temporally and Spatially Local Learning Rule for Spiking Neural Networks M. Apolinario Kaushik Roy Charlotte Frenkel 108 0 0 03 Feb 2025
SpiDR: A Reconfigurable Digital Compute-in-Memory Spiking Neural Network Accelerator for Event-based Perception Deepika Sharma Shubham Negi Trishit Dutta Amogh Agrawal Kaushik Roy 33 1 0 05 Nov 2024
An Event-Based Digital Compute-In-Memory Accelerator with Flexible Operand Resolution and Layer-Wise Weight/Output Stationarity Nicolas Chauvaux Adrian Kneip Christoph Posch Kofi Makinwa Charlotte Frenkel 35 0 0 30 Oct 2024
When In-memory Computing Meets Spiking Neural Networks -- A Perspective on Device-Circuit-System-and-Algorithm Co-design Abhishek Moitra Abhiroop Bhattacharjee Yuhang Li Youngeun Kim Priyadarshini Panda 32 1 0 22 Aug 2024
Advancing Spatio-Temporal Processing in Spiking Neural Networks through Adaptation Maximilian Baronig Romain Ferrand Silvester Sabathiel Robert Legenstein 53 3 0 14 Aug 2024
Micro-power spoken keyword spotting on Xylo Audio 2 Hannah Bos Dylan R. Muir 37 4 0 21 Jun 2024
Adaptive Robotic Arm Control with a Spiking Recurrent Neural Network on a Digital Accelerator Alejandro Linares-Barranco Luciano Prono Robert Legenstein Giacomo Indiveri Charlotte Frenkel 21 1 0 21 May 2024
Compressed Latent Replays for Lightweight Continual Learning on Spiking Neural Networks Alberto Dequino Alessio Carpegna D. Nadalini Alessandro Savino Luca Benini S. Di Carlo Francesco Conti 36 2 0 08 May 2024
A 65nm 36nJ/Decision Bio-inspired Temporal-Sparsity-Aware Digital Keyword Spotting IC with 0.6V Near-Threshold SRAM Qinyu Chen Kwantae Kim Chang Gao Sheng Zhou Taekwang Jang T. Delbruck Shih-Chii Liu 21 4 0 06 May 2024
Efficient Online Learning for Networks of Two-Compartment Spiking Neurons Yujia Yin Xinyi Chen Chenxiang Ma Jibin Wu Kay Chen Tan 40 0 0 25 Feb 2024
Spiker+: a framework for the generation of efficient Spiking Neural Networks FPGA accelerators for inference at the edge Alessio Carpegna Alessandro Savino S. Di Carlo 20 12 0 02 Jan 2024
Darwin3: A large-scale neuromorphic chip with a Novel ISA and On-Chip Learning De Ma Xiaofei Jin Shichun Sun Yitao Li Xundong Wu ... Fangchao Yang Huajin Tang Xiaolei Zhu Peng Lin Gang Pan AI4CE 90 25 0 29 Dec 2023
Expanding memory in recurrent spiking networks Ismael Balafrej Fabien Alibart Jean Rouat 25 0 0 29 Oct 2023
Design Principles for Lifelong Learning AI Accelerators Dhireesha Kudithipudi Anurag Daram Abdullah M. Zyarah Fatima Tuz Zohora J. Aimone ... Emre Neftci M. Mattina Vincenzo Lomonaco Clare D. Thiem Benjamin Epstein 53 17 0 05 Oct 2023
Improving equilibrium propagation without weight symmetry through Jacobian homeostasis Axel Laborieux Friedemann Zenke 30 7 0 05 Sep 2023
SPAIC: A sub- $μ$ W/Channel, 16-Channel General-Purpose Event-Based Analog Front-End with Dual-Mode Encoders Shyam Narayanan M. Cartiglia Arianna Rubino Charles Lego Charlotte Frenkel Giacomo Indiveri 14 7 0 31 Aug 2023
To Spike or Not To Spike: A Digital Hardware Perspective on Deep Learning Acceleration Fabrizio Ottati Chang Gao Qinyu Chen Giovanni Brignone M. Casu Jason K. Eshraghian Sebastiano Fabio Schifano 32 18 0 27 Jun 2023
Online learning of long-range dependencies Nicolas Zucchet Robert Meier Simon Schug Asier Mujika João Sacramento CLL 52 18 0 25 May 2023
A method for the ethical analysis of brain-inspired AI M. Farisco Gianluca Baldassarre Emilio Cartoni A. Leach Mihai A. Petrovici A. Rosemann Arleen Salles B. Stahl Sacha Jennifer van Albada 37 2 0 18 May 2023
Accurate and Efficient Event-based Semantic Segmentation Using Adaptive Spiking Encoder-Decoder Network Rui Zhang Luziwei Leng Kaiwei Che Hu Zhang Jieling Cheng Qinghai Guo Jiangxing Liao Ran Cheng 36 11 0 24 Apr 2023
Online Spatio-Temporal Learning with Target Projection Thomas Ortner Lorenzo Pes Joris Gentinetta Charlotte Frenkel A. Pantazi 31 7 0 11 Apr 2023
OpenSpike: An OpenRAM SNN Accelerator Farhad Modaresi Matthew Guthaus Jason K. Eshraghian 33 10 0 02 Feb 2023
Optimising Event-Driven Spiking Neural Network with Regularisation and Cutoff Dengyu Wu Gao Jin Han Yu Xinping Yi Xiaowei Huang 26 2 0 23 Jan 2023
ETLP: Event-based Three-factor Local Plasticity for online learning with neuromorphic hardware Fernando M. Quintana Fernando Perez-Peña Pedro L. Galindo Emre O. Netfci Elisabetta Chicca Lyes Khacef 22 11 0 19 Jan 2023
Intelligence Processing Units Accelerate Neuromorphic Learning P. Sun A. Titterton Anjlee Gopiani Tim Santos A. Basu Wei D. Lu Jason K. Eshraghian 22 8 0 19 Nov 2022
Spiking neural networks for nonlinear regression Alexander Henkes Jason K. Eshraghian Henning Wessels 49 27 0 06 Oct 2022
Spiking Neural Networks for Frame-based and Event-based Single Object Localization Sami Barchid José Mennesson J. Eshraghian Chaabane Djéraba Bennamoun 35 29 0 13 Jun 2022
Bottom-up and top-down approaches for the design of neuromorphic processing systems: Tradeoffs and synergies between natural and artificial intelligence Charlotte Frenkel D. Bol Giacomo Indiveri 36 34 0 02 Jun 2021
Demonstrating Analog Inference on the BrainScaleS-2 Mobile System Yannik Stradmann Sebastian Billaudelle O. Breitwieser F. Ebert Arne Emmel ... Joscha Ilmberger Eric Müller Philipp Spilger Johannes Weis Johannes Schemmel 33 12 0 29 Mar 2021