Pablo Villanueva-Domingo's repositories
HaloGraphNet
Predict halo masses from simulations via graph neural networks
CosmoGraphNet
Graph Neural Networks to predict the cosmological parameters or the galaxy power spectrum from galaxy catalogs.
21cmForest_PBH
Python codes for computing the number of absorption features of the 21 cm forest in Primordial Black Holes scenarios.
PointCloudGNNTutorial
Tutorial on how to implement Graph Neural Networks with Pytorch-Geometric to classify 3D point clouds
SupernovaMCMC
MCMC with Supernovae data to perform cosmological parameter inference.
Fisher21WDM
Codes to compute the Fisher matrix from the 21 cm power spectra in warm dark matter cosmologies
CNNDiagram
Processing script to generate neural network diagrams.
NeuralCellularAutomata
Implementation of cellular automata as simple Convolutional Neural Networks.
21cmSolver
Python codes to compute the cosmological global 21 cm signal
CollabGraphINSPIRE
Get publication data from INSPIRE-HEP to create a graph of collaborations using Networkx.
ElementaryCellularAutomata
Elementary one-dimensional cellular automata
FisheyeCubemap
Generate fisheye camera images from cubemap renders
FractalUniverses
Simple scripts to generate pictures of hierarchical fractal and multifractal universes.
GWClassifier
Classify gravitational waves events detected by LIGO using machine learning models with sklearn.
HipparcosML
Stellar classification with the Hipparcos catalog
HumanoidRL
Train reinforcement learning algorithms with Humanoid from Mujoco using StableBaselines3
XarxaMusical
Create a graph of memberships and collaborations from a musical movement using Networkx
chrono
High-performance C++ library for multiphysics and multibody dynamics simulations
CosmoDiffusion
Denoising Diffusion Probabilistic Model (DDPM) in Pytorch to generate CAMELS astrophysical maps.
deepmind-research
This repository contains implementations and illustrative code to accompany DeepMind publications
HeightMapGenerator
Python script to generate a height map from a given power spectrum
nuHawkHunter
Repository with forecast of PBH neutrinos
SemanticSegmentationCARLA
Learn semantic segmentation of driving images generated with the CARLA simulator
TrafficTrainer
Predict trajectories of vehicles in the Waymo Open Dataset Motion based on rasterized inputs.