Liquid State Machines in Python and NEST
-
Updated
Nov 6, 2020 - Python
Liquid State Machines in Python and NEST
A Liquid State Machine using quantized neurons that are operating on lower-bit representations and fixed point computations. It provides a next step towards the implementation of efficient accelerators that can be used in the field of neuromorphic computing.
A library that you can use to build spiking neural network brains for your Arduino robots! Largely allows you to follow the paradigms of liquid state machines with LIF neurons.
Short-Term Plasticity in a Liquid State Machine Biomimetic Robot Arm Controller
Neurorobotic Simulations on the Degradation of Multiple Column Liquid State Machines
🎓Automatically Update Reservoir Computing Papers Daily using Github Actions
Learning in Model Space based on Liquid State Machine
Spiking Neural Network (SNN) – Reservoir Model with spike-based feature extraction
LiquidBrain is an experimental language modeling engine written entirely in Rust. Rather than encoding language as static weight matrices (as in Transformers or classical n-gram models), it builds a dynamic semantic graph whose connections actively fatigue and recover during generation - drawing inspiration from biological synaptic plasticity.
Criticality analysis on complex networks using Power-law scaling functions, exponential relations, and phase transitions
A chatbot with the brain of a real fly. Peter thinks with 2,200 actual neurons from the FlyWire FAFB v783 Drosophila connectome: you talk, his synapses spike, and a tiny readout layer he was taught translates the buzz into English. No cloud LLM, no fake data - just a fly, wired, doing his best.
A Bio-Mimetic Digital Organism . Unlike static AI, Genesis feels pain, gets bored, sleeps, and evolves its own code using Liquid State Machines. Exploring the future of Synthetic Consciousness.
example for the library SNN (reservoir computing based on Spiking Neural Networks (SNNs))
Repo of the bachelor thesis 'Dynamic memory traces for sequence learning in spiking networks'
Audio-driven liquid state machine in WebXR / Quest passthrough: Lyon cochlea, BSA spikes, TI-46 reservoir and personal digit readout.
To associate your repository with the liquid-state-machine topic, visit your repo's landing page and select "manage topics."