From 32d7b57d346916eba1f5d6ef8e78fa0d531b0e89 Mon Sep 17 00:00:00 2001 From: Benjamin Remy <30293694+b-remy@users.noreply.github.com> Date: Fri, 21 Jul 2023 16:27:45 +0200 Subject: [PATCH 1/3] Update README.md Adding the Zenodo record to the README. --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 1abef86..7edaf96 100644 --- a/README.md +++ b/README.md @@ -9,7 +9,7 @@ This repository contains scripts and notebook to reproduce the results from the [Probabilistic Mass-Mapping with Neural Score Estimation](https://arxiv.org/abs/2011.08271), B. Remy, F. Lanusse, N. Jeffrey, J. Liu, J.-L. Starck, K. Osato, T. Schrabback, submitted to Astronomy and Astrophisics, 2021. -You will find all the scripts and instructions to reproduce traine models, sample maps and reproduce the paper figures [here](https://github.com/CosmoStat/jax-lensing/tree/master/papers/Remy2021). +You will find all the scripts and instructions to reproduce traine models, sample maps and reproduce the paper figures [here](https://github.com/CosmoStat/jax-lensing/tree/master/papers/Remy2021). All the results of the paper, including posterior samples and neural network weights, were stored in a [Zenodo record](https://zenodo.org/record/5825654). This repository also contains implementation of the following methods: - [`DeepLensingPosterior`](https://arxiv.org/abs/2011.08271) From 149ffadb7bfbf031f518d1162bb7948dff243888 Mon Sep 17 00:00:00 2001 From: Benjamin Remy Date: Fri, 26 Jan 2024 11:10:29 -0500 Subject: [PATCH 2/3] adding citations --- README.md | 34 ++++++++++++++++++++++++++++------ 1 file changed, 28 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index 7edaf96..740e4d5 100644 --- a/README.md +++ b/README.md @@ -5,9 +5,14 @@ A JAX package for gravitational lensing -This repository contains scripts and notebook to reproduce the results from the following paper: +This repository contains scripts and notebook to reproduce the results from the +following paper: -[Probabilistic Mass-Mapping with Neural Score Estimation](https://arxiv.org/abs/2011.08271), B. Remy, F. Lanusse, N. Jeffrey, J. Liu, J.-L. Starck, K. Osato, T. Schrabback, submitted to Astronomy and Astrophisics, 2021. +B. Remy, F. Lanusse, N. Jeffrey, J. Liu, J.-L. Starck, K. +Osato, T. Schrabback, +[Probabilistic Mass-Mapping with Neural Score +Estimation](https://www.aanda.org/articles/aa/full_html/2023/04/aa43054-22/aa43054-22.html), +Astronomy & Astrophysics, 2023. You will find all the scripts and instructions to reproduce traine models, sample maps and reproduce the paper figures [here](https://github.com/CosmoStat/jax-lensing/tree/master/papers/Remy2021). All the results of the paper, including posterior samples and neural network weights, were stored in a [Zenodo record](https://zenodo.org/record/5825654). @@ -60,14 +65,31 @@ $ pip install . If you use `jax-lensing` in a scientific publication, we would appreciate citations to the following paper: -[Probabilistic Mass-Mapping with Neural Score Estimation](https://arxiv.org/abs/2011.08271), B. Remy, F. Lanusse, N. Jeffrey, J. Liu, J.-L. Starck, K. Osato, T. Schrabback, submitted to Astronomy and Astrophisics, 2021. +B. Remy, F. Lanusse, N. Jeffrey, J. Liu, J.-L. Starck, K. Osato, T. Schrabback, +[Probabilistic Mass-Mapping with Neural Score +Estimation](https://www.aanda.org/articles/aa/full_html/2023/04/aa43054-22/aa43054-22.html), +Astronomy & Astrophysics, 2023 - -The BibTeX citation is the following: ``` -@Upcomming +@article{remy2023probabilistic, + title={Probabilistic mass-mapping with neural score estimation}, + author={Remy, Benjamin and Lanusse, Francois and Jeffrey, Niall and Liu, Jia and Starck, J-L and Osato, Ken and Schrabback, Tim}, + journal={Astronomy \& Astrophysics}, + volume={672}, + pages={A51}, + year={2023}, + publisher={EDP Sciences} +} ``` +**Preliminary works** + +- B. Remy, Z. Ramzi, F. Lanusse, J. Liu, J.-L. Starck. [Probabilistic Mapping of Dark Matter with Neural Score Matching](https://arxiv.org/abs/2011.08271), 3rd Machine Learning and the Physical Science workshop at +NeurIPS, 2020 + +- Z. Ramzi, B. Remy, F. Lanusse, J.-L. Starck, P. Ciuciu. [Denoising Score-Matching for Uncertainty Quantification in Inverse Problems](https://arxiv.org/abs/2011.08698), Deep inverse workshop at NeurIPS, 2020 + + ## Contributors ✨ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/docs/en/emoji-key)): From 8bc83d9fd908d0d592f5f4748c220aeb6382bd48 Mon Sep 17 00:00:00 2001 From: Benjamin Remy Date: Fri, 26 Jan 2024 11:12:50 -0500 Subject: [PATCH 3/3] fix badge --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 740e4d5..230928c 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ # jax-lensing -[![arXiv:2011.08271](https://img.shields.io/badge/astro--ph.CO-arXiv%3A2011.08271-B31B1B.svg)](https://arxiv.org/abs/2011.08271) [![License](https://img.shields.io/pypi/l/jax-cosmo)](https://github.com/CosmoStat/jax-lensing/tree/master/LICENSE) +[![arXiv:2201.05561](https://img.shields.io/badge/astro--ph.CO-arXiv%3A2201.05561-B31B1B.svg)](https://arxiv.org/abs/2201.05561) [![License](https://img.shields.io/pypi/l/jax-cosmo)](https://github.com/CosmoStat/jax-lensing/tree/master/LICENSE) [![All Contributors](https://img.shields.io/badge/all_contributors-4-orange.svg?style=flat-square)](#contributors-) A JAX package for gravitational lensing