Benchmarking deep spiking neural networks on neuromorphic hardware

C Ostrau, J Homburg, C Klarhorst, M Thies… - … Neural Networks and …, 2020 - Springer
… pre-trained non-spiking to spiking neural networks to … for three neuromorphic hardware
systems (BrainScaleS, Spikey, … A wafer-scale neuromorphic hardware system for large-scale …

The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity

C Pehle, S Billaudelle, B Cramer, J Kaiser… - Frontiers in …, 2022 - frontiersin.org
… based on the spike trains emitted by the BrainScaleS-2 chip. … , accomplishing wafer-scale
integration and networking … the first-generation BrainScaleS wafer-scale system puts us …

The operating system of the neuromorphic BrainScaleS-1 system

E Müller, S Schmitt, C Mauch, S Billaudelle, A Grübl… - Neurocomputing, 2022 - Elsevier
wafer-scale experiments. The initial configuration of a wafer-scale experiment with hundreds
of neuromorphic … fast” neuromorphic systems resemble spiking neural network accelerators. …

[HTML][HTML] A scalable approach to modeling on accelerated neuromorphic hardware

E Müller, E Arnold, O Breitwieser… - Frontiers in …, 2022 - frontiersin.org
… a software stack for the wafer-scale BrainScaleS-1 (BSS-1) … description language to a
hardware configuration (Müller et … refer to them as neuromorphic accumulative spike propagation (…

Accelerated analog neuromorphic computing

J Schemmel, S Billaudelle, P Dauer, J Weis - … : Advances in Analog Circuit …, 2021 - Springer
wafer-scale integration within the BrainScaleS 2 system. In the finale multi-wafer version of
the BrainScaleS 2 … to build brain-size spiking neural network models, smaller solutions based …

Fast and energy-efficient neuromorphic deep learning with first-spike times

J Göltz, L Kriener, A Baumbach, S Billaudelle… - Nature machine …, 2021 - nature.com
spiking networks. Furthermore, we emulate our framework on the BrainScaleS-2 neuromorphic
system … network on the BrainScaleS wafer-scale system. In Proc. 2017 International Joint …

From clean room to machine room: commissioning of the first-generation BrainScaleS wafer-scale neuromorphic system

H Schmidt, J Montes, A Grübl, M Güttler… - Neuromorphic …, 2023 - iopscience.iop.org
… of its functionality by emulating a wafer-scale synchronous firing chain, the largest
spiking network emulation ran with analog components and individual synapses to date. …

Surrogate gradients for analog neuromorphic computing

B Cramer, S Billaudelle, S Kanya… - Proceedings of the …, 2022 - National Acad Sciences
… learning on the BrainScaleS-2 analog neuromorphic system using an in-the-loop approach.
… several benchmarks for low-energy spiking network processing on analog neuromorphic

Spiking neural network integrated circuits: A review of trends and future directions

A Basu, L Deng, C Frenkel… - 2022 IEEE Custom …, 2022 - ieeexplore.ieee.org
… large-scale setups (ie, HICANN in the wafer-scale BrainScaleS [28] and Neurogrid with
1M … large-scale neuromorphic chips in Table IV. Neurogrid and BrainScaleS exploit analog …

Towards Large-scale Network Emulation on Analog Neuromorphic Hardware

E Arnold, P Spilger, JV Straub, E Müller, D Dold… - arXiv preprint arXiv …, 2024 - arxiv.org
… We demonstrate the training of two deep spiking neural network … single-chip BrainScaleS-2
system. The ability to emulate and … Spiking Network on the BrainScaleS Wafer-Scale System. …