T. Lucas Makinen's Projects
Repository for my senior thesis work with CCA Flatiron and Princeton University Astrophysics
ALFIL: Automatic Likelihood Free Inference (with IMNN)
networks for maximal information extraction from BORG weak lensing fields
Lighter repository for my work at Imperial College London. Designed to work in the framework of BAyesian HeirArchical Modelling for the Analysis of Supernova Cosmology (BAHAMAS).
STAN implementation of Bayesian Hierarchical Model for the Analysis of Supernova cosmology (BAHAMAS).
Repository for analyzing transcriptional and translational dynamics in embryos
Repository for data analysis for the Center for Evolutionary Hologenomics at the University of Copenhagen.
clean version of kosmo-kompress
Investigating the information content in the cosmic web through dark matter halo graphs. Arxiv paper: https://arxiv.org/abs/2207.05202
Deep network to separate astrophysical foregrounds from cosmological signal for upcoming 21 cm radio observations. Full paper on arXiv here: https://arxiv.org/abs/2010.15843
Pytorch Repo for DeepGCNs (ICCV'2019 Oral, TPAMI'2021), DeeperGCN (arXiv'2020) and GNN1000(ICML'2021): https://www.deepgcns.org
Consolidating the degeneracy discovery code into one repo. Starting with the toy model.
Annotated implementations of equivariant neural networks in Jax.
Repository for my experimental physics class at Princeton University.
small repo to test fishnet aggregation for gnns
for detecting degeneracy directions in cosmological (CMB) simulations.
Flax is a neural network library for JAX that is designed for flexibility.
For exploring translations as a function of senders and receivers in 1100s Cairo
Inferring cosmology across datasets using Graph Neural Networks and Domain Adaptation
Repo for making nice clean paper plots. Lots borrowed from Nikhil Garg's latexify function
small repo for correcting nbody particle fields with GNNs
for detecting PNG with graph nets
Group work project
Repository for HackTalks Junction 2018 workshop conferences in Helsinki.
Investigating halo catalog information content with graph network IMNNs
Python halo mass function calculator
Repository for finding Hybrid neural statistics for Weak Lensing.
Code forked from Tom Charnock's awesome IMNN repository: (latest stable version here: https://bitbucket.org/tomcharnock/imnn/src/0.2a5/ ). Working on testing some edge cases in the code. JAX-enabled version on `dev` branch