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Cortical Dynamics liquid state machine lsm
Liquid State Machine Lsm, supplied by Cortical Dynamics, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/liquid+state+machine+lsm/liquid+lsm+machine+state/pmc12501264-14-5-23
Average 86 stars, based on 1 article reviews
liquid state machine lsm - by Bioz Stars, 2026-10
86/100 stars

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Article Title: A mean-field approach to criticality in spiking neural networks for reservoir computing
Article Snippet: .. Another key RC variant, the Liquid State Machine (LSM) , utilizes a spiking neural network (SNN) as its reservoir, thus drawing inspiration from cortical dynamics in biological brains. ..



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Liquid State Machine Lsm, supplied by Cortical Dynamics, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/liquid+state+machine+lsm/liquid+lsm+machine+state/pmc12501264-14-5-23
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Xilinx Inc liquid state machine (lsm) snn accelerator
(A) Top-level block diagram of the proposed time-compressed liquid state machine <t>(LSM)</t> <t>SNN</t> <t>accelerator</t> with programmable compression ratio (PTC-SNN), (B) ISCU with 4:1 time compression, (C) LIF IOW neuron: SU - synaptic unit, NU - neural unit, and (D) OE: P - Potentiation, D - Depression (Wang et al., ).
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(A) Top-level block diagram of the proposed time-compressed liquid state machine (LSM) SNN accelerator with programmable compression ratio (PTC-SNN), (B) ISCU with 4:1 time compression, (C) LIF IOW neuron: SU - synaptic unit, NU - neural unit, and (D) OE: P - Potentiation, D - Depression (Wang et al., ).

Journal: Frontiers in Neuroscience

Article Title: Boosting Throughput and Efficiency of Hardware Spiking Neural Accelerators Using Time Compression Supporting Multiple Spike Codes

doi: 10.3389/fnins.2020.00104

Figure Lengend Snippet: (A) Top-level block diagram of the proposed time-compressed liquid state machine (LSM) SNN accelerator with programmable compression ratio (PTC-SNN), (B) ISCU with 4:1 time compression, (C) LIF IOW neuron: SU - synaptic unit, NU - neural unit, and (D) OE: P - Potentiation, D - Depression (Wang et al., ).

Article Snippet: For demonstration purpose, we show how an existing liquid state machine (LSM) SNN accelerator can be re-designed to a TC-SNN and PTC-SNN on a Xilinx Zynq-7000 FPGA.

Techniques: Blocking Assay

Performances of the reconfigurable  PTC-SNN  hardware  accelerator  on the TI46 Speech Corpus.

Journal: Frontiers in Neuroscience

Article Title: Boosting Throughput and Efficiency of Hardware Spiking Neural Accelerators Using Time Compression Supporting Multiple Spike Codes

doi: 10.3389/fnins.2020.00104

Figure Lengend Snippet: Performances of the reconfigurable PTC-SNN hardware accelerator on the TI46 Speech Corpus.

Article Snippet: For demonstration purpose, we show how an existing liquid state machine (LSM) SNN accelerator can be re-designed to a TC-SNN and PTC-SNN on a Xilinx Zynq-7000 FPGA.

Techniques: