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-title = "Temporal Coding in Spiking Neural Networks with Alpha Synaptic Function (Review)"
-author = ["Jethro Kuan"]
-lastmod = 2019-09-03T08:29:02+08:00
-draft = false
-math = true
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Table of Contents
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--
1 [Introduction](#introduction)
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1.1 [What are Spiking Neural Networks?](#what-are-spiking-neural-networks)
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1.2 [Spike Response Model (SRM) cite:gerstner2002spiking](#spike-response-model--srm)
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1.3 [Spiking, illustrated](#spiking-illustrated)
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1.4 [Spike Trains](#spike-trains)
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1.5 [How Do Neurons Encode Information?](#how-do-neurons-encode-information)
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1.6 [What's the landscape for SNNs?](#what-s-the-landscape-for-snns)
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2 [Temporal Coding using with Alpha Synaptic Function cite:comsa19\_tempor\_codin\_spikin\_neural\_networ](#temporal-coding-using-with-alpha-synaptic-function)
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2.1 [Motivation](#motivation)
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2.2 [Key Ideas](#key-ideas)
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2.3 [The Coding Scheme](#the-coding-scheme)
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2.4 [Alpha Synaptic Function](#alpha-synaptic-function)
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2.5 [Modelling Membrane Potential](#modelling-membrane-potential)
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2.6 [Solving for the Equation label:eqn:threshold](#solving-for-the-equation)
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2.7 [The Loss Function](#the-loss-function)
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2.8 [Synchronization Pulses](#synchronization-pulses)
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2.9 [Hyperparameters](#hyperparameters)
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3 [Experiments](#experiments)
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3.1 [Boolean Logic Problems](#boolean-logic-problems)
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3.2 [Non-convolutional MNIST](#non-convolutional-mnist)
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4 [Running the Code](#running-the-code)
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4.1 [Training the Model](#training-the-model)
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4.2 [Testing the Models](#testing-the-models)
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5 [Thoughts](#thoughts)
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5.1 [My Thoughts](#my-thoughts)
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6 [Bibliography](#bibliography)
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6.1 [References](#references)
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-##