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helingzhang's Projects

coqgym icon coqgym

A Learning Environment for Theorem Proving with the Coq proof assistant

coqproject icon coqproject

Bash script for simple generation of Coq project metadata files

nao icon nao

Neural Architecture Optimization

netgan icon netgan

Implementation of the paper "NetGAN: Generating Graphs via Random Walks".

nmp_qc icon nmp_qc

Neural Message Passing for Computer Vision

prednet icon prednet

Code and models accompanying "Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning"

predrnn-pp icon predrnn-pp

Code release for "PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning" (ICML 2018)

spiking-neural-network-snn-with-pytorch-where-backpropagation-engenders-stdp icon spiking-neural-network-snn-with-pytorch-where-backpropagation-engenders-stdp

What about coding a Spiking Neural Network using an automatic differentiation framework? In SNNs, there is a time axis and the neural network sees data throughout time, and activation functions are instead spikes that are raised past a certain pre-activation threshold. Pre-activation values constantly fades if neurons aren't excited enough.

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