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 11 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:
- A codebase dedicated to exploring multimodal learning approaches by integrating images of host galaxies of supernovae and their correspon…☆15Updated 8 months ago
- ML-friendly datasets of galaxy images and labels☆58Updated 3 weeks ago
- A repository to store state of the art score model architectures☆57Updated 3 weeks ago
- Exploring how ChatGPT can be used to accelerate research in cosmology.☆12Updated 2 years ago
- ☆16Updated 4 years ago
- Multimodal contrastive pretraining for astronomical data☆148Updated 3 months ago
- Transformer-guided diffusion for galaxy clustering. Code repository associated with https://arxiv.org/abs/2311.17141☆25Updated last year
- 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.☆11Updated 2 months ago
- tutorials on shape measurement☆10Updated 3 years ago
- Predicting galaxy spectra from images☆18Updated 2 years ago
- Galaxy images labelled by morphology (shape). Aimed at ML development and teaching.☆40Updated 2 years ago
- JAX-based linear Einstein-Boltzmann solver for cosmology☆19Updated last month
- Tutorials for the KITP Galevo23 program☆29Updated 2 years ago
- Implicit neural representations for strong lensing source reconstruction. Code repository associated with https://arxiv.org/abs/2206.1482…☆12Updated 2 years ago
- A denoising diffusion probabilistic model synthesises galaxies that are qualitatively and physically indistinguishable from the real thin…☆57Updated 3 years ago
- Curated list of astronomy/astrophysics code packages using JAX☆45Updated 9 months ago
- Transformer based foundation model for astronomy☆36Updated this week
- Using neural networks to extract sufficient statistics from data by maximising the Fisher information☆32Updated 2 years ago
- Data and codes for self-supervised learning on the DESI legacy surveys☆42Updated last year
- Implemenation of PQMass from Lemos et al. 2024☆15Updated 4 months ago
- Code for the paper "Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation".☆14Updated 2 years ago
- JAX port of GalSim, for parallelized, GPU accelerated, and differentiable galaxy image simulations.☆31Updated 2 weeks ago
- Gravitational-wave data analysis tools in Jax☆74Updated last month
- Likelihood-free AMortized Posterior Estimation with PyTorch☆130Updated last year
- Simulation-based (likelihood-free) inference customized for astronomical applications☆29Updated 10 months ago
- Probing the nature of dark matter by inferring the dark matter particle mass with machine learning and stellar streams.☆18Updated 2 years ago
- Differentiable cosmological emulators: the JAX version of CosmoPower☆40Updated 2 months ago
- A JAX package for weak gravitational lensing☆35Updated last year
- Coverage tests to check the quality of your posterior estimators.☆32Updated last year