Guangyao Qi's Projects
A library of reinforcement learning components and agents
An implementation of piecewise linear time warping for multi-dimensional time series alignment
Starting code for Algonauts 2021 challenge
The newest reading list for representation learning
BrainPy: a simulation toolbox for researches in computational neuroscience and brain-inspired computation
Calibrated inference of spiking from calcium ΔF/F data using deep networks
Causal decomposition analysis
Python code for part 2 of the book Causal Inference: What If, by Miguel Hernán and James Robins
Benchmarks for computational cognitive neuroscience tasks
The COntextual INference (COIN) model
Cosyne workshop tutorial 2022
Summer course content for Neuromatch Academy
Code to train and analyze multi-region data-constrained RNNs and perform Current-Based Decomposition (CURBD)
Cross-validated estimation of Euclidean distance (and other multivariate statistics)
A dimensionality reduction framework for disentangling the flow of signals between populations of neurons
An implementation of demixed Principal Component Analysis (a supervised linear dimensionality reduction technique)
Component model used to analyze auditory ECoG data
Converts EyeLink 1000 Edf files into a MATLAB structure - eye edf
A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.
Framework for predicting neural activity from mouse orofacial movements tracked using a pose estimation model. Package also includes singular value decomposition (SVD) of behavioral videos.
FAST iteration of MARL research ideas: A starting point for Multi-Agent Reinforcement Learning
FixedPointFinder: A Tensorflow toolbox for identifying and characterizing fixed points in recurrent neural networks
Code to reproduce figures for "Mice alternate between discrete strategies during perceptual decision-making" from Ashwood, Roy, Stone, IBL, Churchland, Pouget and Pillow (2021)
code to fit GLMs, HMMs, and GLM-HMMs (aka IO-HMMs)