Principled neuromorphic reservoir computing [PDF]
Nature CommunicationsReservoir computing advances the intriguing idea that a nonlinear recurrent neural circuit—the reservoir—can encode spatio-temporal input signals to enable efficient ways to perform tasks like classification or regression. However, recently the idea of a
Denis Kleyko +5 more
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Erratum: Mapping and validating a point neuron model on Intel's neuromorphic hardware Loihi [PDF]
Frontiers in Neuroinformatics, 2023 Frontiers Production Office
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Corrigendum: Mapping and validating a point neuron model on intel's neuromorphic hardware Loihi [PDF]
Frontiers in Neuroinformatics, 2022 Srijanie Dey, Alexander Dimitrov
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A Tale of Two Shrimps-Speciation and Demography of Two Sympatric Shrimp Species From Hydrothermal Vents. [PDF]
Mol EcolABSTRACT Hydrothermal vents can serve as natural laboratories to study speciation processes due to their fragmented distribution, often with geographic barriers between habitats. Two sympatric species of Rimicaris shrimps occur at vents on the Izu‐Bonin‐Mariana volcanic arc: Rimicaris loihi also occurs near Hawai’i and R.
Methou P +5 more
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Neuromorphic control of a simulated 7-DOF arm using Loihi
Neuromorphic Computing and Engineering, 2023 In this paper, we present a fully spiking neural network running on Intel’s Loihi chip for operational space control of a simulated 7-DOF arm. Our approach uniquely combines neural engineering and deep learning methods to successfully implement position ...
Travis DeWolf +5 more
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Major processes of the dissolved cobalt cycle in the North and equatorial Pacific Ocean [PDF]
Biogeosciences, 2022 Over the past decade, the GEOTRACES and wider trace metal geochemical community has made substantial contributions towards constraining the marine cobalt (Co) cycle and its major biogeochemical processes.
R. Chmiel +11 more
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Efficient Neuromorphic Signal Processing with Loihi 2 [PDF]
2021 IEEE Workshop on Signal Processing Systems (SiPS), 2021 The biologically inspired spiking neurons used in neuromorphic computing are nonlinear filters with dynamic state variables -- very different from the stateless neuron models used in deep learning. The next version of Intel's neuromorphic research processor, Loihi 2, supports a wide range of stateful spiking neuron models with fully programmable ...
Orchard, Garrick +6 more
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The BrainScaleS-2 Accelerated Neuromorphic System With Hybrid Plasticity
Frontiers in Neuroscience, 2022 Since the beginning of information processing by electronic components, the nervous system has served as a metaphor for the organization of computational primitives.
Christian Pehle +9 more
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On-chip Few-shot Learning with Surrogate Gradient Descent on a Neuromorphic Processor [PDF]
, 2019 Recent work suggests that synaptic plasticity dynamics in biological models of neurons and neuromorphic hardware are compatible with gradient-based learning (Neftci et al., 2019).
Neftci, Emre +3 more
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Models of Hawaiian volcano growth and plume structure: Implications of results from the Hawaii Scientific Drilling Project [PDF]
, 1996 The shapes of typical Hawaiian volcanoes are simply parameterized, and a relationship is derived for the dependence of lava accumulation rates on volcano volume and volumetric growth rate.
DePaolo, D. J., Stolper, E. M.
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