smsharma / PAPERCLIP-HubbleLinks
Semantic alignment of astronomical data with natural language using multi-modal models. (Jax) Code associated with https://arxiv.org/abs/2403.08851 (COLM 2023).
☆16Updated 8 months ago
Alternatives and similar repositories for PAPERCLIP-Hubble
Users that are interested in PAPERCLIP-Hubble are comparing it to the libraries listed below
Sorting:
- Implemenation of PQMass from Lemos et al. 2024☆15Updated 2 months ago
- Transformer-guided diffusion for galaxy clustering. Code repository associated with https://arxiv.org/abs/2311.17141☆24Updated last year
- Exploring how ChatGPT can be used to accelerate research in cosmology.☆12Updated 2 years ago
- A codebase dedicated to exploring multimodal learning approaches by integrating images of host galaxies of supernovae and their correspon…☆15Updated 5 months ago
- Sliced Iterative Generator (SIG) & Gaussianizing Iterative Slicing (GIS)☆37Updated 2 years ago
- Using Graph Neural Networks to regress baryonic properties directly from full dark matter merger trees.☆24Updated last month
- Benchmarking field-level cosmological inference from galaxy surveys.☆10Updated last month
- Predicting galaxy spectra from images☆18Updated 2 years ago
- Graph Neural Networks to predict the cosmological parameters or the galaxy power spectrum from galaxy catalogs.☆17Updated 2 years ago
- Implicit neural representations for strong lensing source reconstruction. Code repository associated with https://arxiv.org/abs/2206.1482…☆11Updated 2 years ago
- tutorials on shape measurement☆10Updated 3 years ago
- ☆16Updated 4 years ago
- Bayesian Uncertainty Quantification by Deep Generative Model☆19Updated 4 years ago
- Using neural networks to extract sufficient statistics from data by maximising the Fisher information☆32Updated 2 years ago
- Fast, lightweight and parallelised simulation-based inference in JAX.☆18Updated last week
- ML-friendly datasets of galaxy images and labels☆52Updated last week
- Hyrax - A framework for machine learning in astronomy☆14Updated this week
- ☆13Updated last year
- JAX-based linear Einstein-Boltzmann solver for cosmology☆18Updated last month
- Investigating the information content in the cosmic web through dark matter halo graphs. Arxiv paper: https://arxiv.org/abs/2207.05202☆13Updated last year
- Code for the paper "Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation".☆14Updated 2 years ago
- A Jax wrapper for cudaKDTree☆10Updated last year
- Normalizing flow models allowing for a conditioning context, implemented using Jax, Flax, and Distrax.☆20Updated last year
- Gradient Based Nested Sampling☆20Updated last year
- ☆27Updated last year
- A repository to store state of the art score model architectures☆54Updated 6 months ago
- Official implementation of Learning Diffusion Priors from Observations by Expectation Maximization☆25Updated 3 months ago
- Probabilistic modeling of tabular data with normalizing flows.☆57Updated last week
- Differentiable cosmological emulators: the JAX version of CosmoPower☆39Updated this week
- Coverage tests to check the quality of your posterior estimators.☆31Updated 10 months ago