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Rate-based models, synaptic plasticity neurons, and other special types.
Structs§
- Amari
Neural Field - Amari neural field — continuous attractor with Mexican hat kernel.
- Astrocyte
Model - Li-Rinzel IP3R astrocyte model — Ca²⁺ dynamics.
- CompteWM
Neuron - Compte WM — NMDA-based working-memory neuron. Compte et al. 2000.
- FractionalLIF
Neuron - Fractional-order LIF — Grünwald-Letnikov approximation. Teka et al. 2014.
- Leaky
Compete Fire Neuron - Leaky Compete-and-Fire — winner-take-all with lateral inhibition. Oster et al. 2009.
- Liquid
Time Constant Neuron - Liquid Time-Constant neuron — input-dependent time constant. Hasani et al. 2021.
- McCulloch
Pitts Neuron - McCulloch-Pitts 1943 — binary threshold unit.
- Parallel
Spiking Neuron - Parallel Spiking Neuron — convolution-based filter. Fang et al. 2023.
- Siegert
Transfer Function - Siegert transfer function — analytical stationary firing rate of a LIF neuron.
- Sigmoid
Rate Neuron - Sigmoid rate neuron — Wilson-Cowan-style single unit.
- Threshold
Linear Rate Neuron - Threshold-linear rate neuron — ReLU-like firing curve.
- Tsodyks
Markram Neuron - Tsodyks-Markram 1997 — LIF with short-term synaptic plasticity.