The Heidelberg spiking datasets for the systematic evaluation of spiking neural networks

16 October 2019

Friedemann Zenke

Papers citing "The Heidelberg spiking datasets for the systematic evaluation of spiking neural networks"

41 / 41 papers shown

Title
Input-Specific and Universal Adversarial Attack Generation for Spiking Neural Networks in the Spiking Domain Spyridon Raptis Haralampos-G. Stratigopoulos AAML 28 0 0 07 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
Fundamental Survey on Neuromorphic Based Audio Classification Amlan Basu Pranav Chaudhari Gaetano Di Caterina AI4TS 35 0 0 20 Feb 2025
Understanding the Functional Roles of Modelling Components in Spiking Neural Networks Huifeng Yin Hanle Zheng Jiayi Mao Siyuan Ding Xing Liu M. Xu Yifan Hu Jing Pei Lei Deng 52 1 0 28 Jan 2025
Channel-wise Parallelizable Spiking Neuron with Multiplication-free Dynamics and Large Temporal Receptive Fields Peng Xue Wei Fang Zhengyu Ma Zihan Huang Zhaokun Zhou Yonghong Tian T. Masquelier Huihui Zhou 64 0 0 24 Jan 2025
A Truly Sparse and General Implementation of Gradient-Based Synaptic Plasticity Jamie Lohoff Anil Kaya Florian Assmuth Emre Neftci 42 0 0 20 Jan 2025
S7: Selective and Simplified State Space Layers for Sequence Modeling Taylan Soydan Nikola Zubić Nico Messikommer Siddhartha Mishra Davide Scaramuzza 49 4 0 04 Oct 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
Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing Biswadeep Chakraborty Saibal Mukhopadhyay 38 2 0 08 Jul 2024
Application based Evaluation of an Efficient Spike-Encoder, "Spiketrum" Mhd Anas Alsakkal Runze Wang Jayawan H. B. Wijekoon Huajin Tang 46 1 0 24 May 2024
SpikeExplorer: hardware-oriented Design Space Exploration for Spiking Neural Networks on FPGA Dario Padovano Alessio Carpegna Alessandro Savino S. Di Carlo 42 1 0 04 Apr 2024
Forward Direct Feedback Alignment for Online Gradient Estimates of Spiking Neural Networks Florian Bacho Dminique Chu 32 0 0 06 Feb 2024
Addressing the speed-accuracy simulation trade-off for adaptive spiking neurons Luke Taylor Andrew J. King N. Harper 32 6 0 19 Nov 2023
Spiking mode-based neural networks Zhanghan Lin Haiping Huang 22 1 0 23 Oct 2023
Long Short-term Memory with Two-Compartment Spiking Neuron Shimin Zhang Qu Yang Chenxiang Ma Jibin Wu Haizhou Li Kay Chen Tan 35 7 0 14 Jul 2023
NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems Jason Yik Korneel Van den Berghe Douwe den Blanken Younes Bouhadjar Maxime Fabre ... Fatima Tuz Zohora Charlotte Frenkel Vijay Janapa Reddi Charlotte Frenkel Vijay Janapa Reddi 36 18 0 10 Apr 2023
Communication Trade-offs in Federated Learning of Spiking Neural Networks Soumi Chaki David Weinberg Ayça Özçelikkale FedML 32 1 0 27 Feb 2023
Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles Biswadeep Chakraborty Saibal Mukhopadhyay 18 10 0 22 Feb 2023
Frameworks for SNNs: a Review of Data Science-oriented Software and an Expansion of SpykeTorch D. L. Manna Alex Vicente-Sola Paul Kirkland Trevor Bihl G. D. Caterina 27 8 0 15 Feb 2023
Energy Efficient Training of SNN using Local Zeroth Order Method B. Mukhoty V. Bojkovic William de Vazelhes Giulia De Masi Huan Xiong Bin Gu 32 0 0 02 Feb 2023
Loss shaping enhances exact gradient learning with Eventprop in spiking neural networks Thomas Nowotny J. Turner James C. Knight 30 15 0 02 Dec 2022
Impact of spiking neurons leakages and network recurrences on event-based spatio-temporal pattern recognition Mohamed Sadek Bouanane D. Cherifi Elisabetta Chicca Lyes Khacef 29 13 0 14 Nov 2022
Hardware/Software co-design with ADC-Less In-memory Computing Hardware for Spiking Neural Networks M. Apolinario Adarsh Kosta Utkarsh Saxena Kaushik Roy 27 7 0 03 Nov 2022
STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural Networks Chengting Yu Zheming Gu Da Li Gaoang Wang Aili Wang Erping Li 54 36 0 11 Oct 2022
In the realm of hybrid Brain: Human Brain and AI Hoda Fares Margherita Ronchini M. Zamani H. Farkhani F. Moradi 33 5 0 04 Oct 2022
ReckOn: A 28nm Sub-mm2 Task-Agnostic Spiking Recurrent Neural Network Processor Enabling On-Chip Learning over Second-Long Timescales Charlotte Frenkel Giacomo Indiveri 24 95 0 20 Aug 2022
Braille Letter Reading: A Benchmark for Spatio-Temporal Pattern Recognition on Neuromorphic Hardware Simon F. Müller-Cleve Vittorio Fra Lyes Khacef Alejandro Pequeño-Zurro Daniel Klepatsch ... D. G. Ivanovich Shavika Rastogi Gianvito Urgese Friedemann Zenke Chiara Bartolozzi 27 38 0 30 May 2022
EXODUS: Stable and Efficient Training of Spiking Neural Networks F. Bauer Gregor Lenz Saeid Haghighatshoar Sadique Sheik BDL 36 15 0 20 May 2022
Evaluation of Neuromorphic Spike Encoding of Sound Using Information Theory Ahmad El Ferdaoussi É. Plourde Jean Rouat 19 1 0 19 Feb 2022
Hardware calibrated learning to compensate heterogeneity in analog RRAM-based Spiking Neural Networks Filippo Moro E. Esmanhotto T. Hirtzlin N. Castellani A. Trabelsi ... S. Brivio S. Spiga Giacomo Indiveri Melika Payvand Elisa Vianello 14 9 0 10 Feb 2022
The fine line between dead neurons and sparsity in binarized spiking neural networks Jason K. Eshraghian Wei D. Lu 46 19 0 28 Jan 2022
The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity Christian Pehle Sebastian Billaudelle Benjamin Cramer Jakob Kaiser Korbinian Schreiber Yannik Stradmann Johannes Weis Aron Leibfried Eric Müller Johannes Schemmel 24 129 0 26 Jan 2022
Deep Reinforcement Learning with Spiking Q-learning Ding Chen Peixi Peng Tiejun Huang Yonghong Tian 27 20 0 21 Jan 2022
Spiking Neural Networks with Improved Inherent Recurrence Dynamics for Sequential Learning Wachirawit Ponghiran Kaushik Roy 32 49 0 04 Sep 2021
Neuromorphic Algorithm-hardware Codesign for Temporal Pattern Learning Haowen Fang Brady Taylor Ziru Li Zaidao Mei Hai Helen Li Qinru Qiu 38 10 0 21 Apr 2021
Accurate and efficient time-domain classification with adaptive spiking recurrent neural networks Bojian Yin Federico Corradi S. Bohté 50 209 0 12 Mar 2021
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 24 107 0 12 Jun 2020
Effective and Efficient Computation with Multiple-timescale Spiking Recurrent Neural Networks Bojian Yin Federico Corradi Sander M. Bohté 20 99 0 24 May 2020
Verification and Design Methods for the BrainScaleS Neuromorphic Hardware System Andreas Grübl Sebastian Billaudelle Benjamin Cramer V. Karasenko Johannes Schemmel 24 33 0 25 Mar 2020
Long short-term memory and learning-to-learn in networks of spiking neurons G. Bellec Darjan Salaj Anand Subramoney Robert Legenstein Wolfgang Maass 121 481 0 26 Mar 2018
Neuromorphic Deep Learning Machines Emre Neftci C. Augustine Somnath Paul Georgios Detorakis BDL 135 258 0 16 Dec 2016