Guozhang Chen's repositories
Anomalous-diffusion-dynamics-of-SGD
code for paper "Anomalous diffusion dynamics of learning in deep neural networks"
BayesianOptimization
A Python implementation of global optimization with gaussian processes.
loss-landscape
Code for visualizing the loss landscape of neural nets
chisel-template
This is a blank chisel project to be used as a template in large designs
continual-learning
PyTorch implementation of various methods for continual learning (XdG, EWC, online EWC, SI, LwF, GR, GR+distill, RtF, ER, A-GEM, iCaRL).
Continual-Learning-Benchmark
Evaluate three types of task shifting with popular continual learning algorithms.
CPCV2-PyTorch
Contrastive Predictive Coding for Image Recognition
eymol
EYMOL: Eye Movements Laws
ifgovh.github.io
Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes
Recurrent_Attention_Model
Tensorflow implementation of RAM and DRAM networks
releasing-research-code
Tips for releasing research code in Machine Learning (with official NeurIPS 2020 recommendations)
saliency
Code for http://saliency.mit.edu/
sampling_in_gsm
Network model of V1 simple cells which represent a complete probability distribution by a sequence of multivariate stochastic samples. Perceptual inference in a model of natural images is assumed to result in a posterior probability distribution. The image model used is a Gaussian Scale Mixture model that was shown to be both an effective computer vision model for denoising and compression, but also as a good predictor of the mean activity of simple cells in response to various stimuli.
sgd_tail_index
The codebase for the paper "A Tail-Index Analysis of Stochastic Gradient Noise in Deep Neural Networks"
spike-based-sampling
Helper library for stochastic LIF sampling in PyNN-supported neural simulators
Spike-Element-Wise-ResNet
Deep Residual Learning in Spiking Neural Networks
SpikeNet-1
A computational platform for studying spiking neural circuits developed by Dr. Pulin Gong's group at University of Sydney.
steerable_pyramid
Matlab tools for multi-scale image processing, from Eero Simoncelli's lab (http://www.cns.nyu.edu/~eero/steerpyr/)
stringer-pachitariu-et-al-2018b
Responses of 10,000 neurons to 2,800 natural images
tensortools
A very simple and barebones tensor decomposition library for CP decomposition a.k.a. PARAFAC a.k.a. TCA
walk_with_sgd
Experiments for the paper "A Walk with SGD" (https://arxiv.org/pdf/1802.08770.pdf)