https://github.com/sherrylixuecheng/AI_for_Science_paper_collection

List the AI for Science papers accepted by top conferences
https://github.com/sherrylixuecheng/AI_for_Science_paper_collection

Last synced: 11 days ago
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List the AI for Science papers accepted by top conferences

• Host: GitHub
• URL: https://github.com/sherrylixuecheng/AI_for_Science_paper_collection
• Owner: sherrylixuecheng
• License: apache-2.0
• Created: 2024-06-28T16:20:57.000Z (5 months ago)
• Default Branch: main
• Last Pushed: 2024-09-14T16:58:10.000Z (about 2 months ago)
• Last Synced: 2024-10-26T20:35:17.955Z (15 days ago)
• Language: Jupyter Notebook
• Size: 3.27 MB
• Stars: 61
• Watchers: 2
• Forks: 6
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# AI for Science paper collection

This is a new initiative by [AI for Science Community](https://ai4sciencecommunity.github.io/) to collect papers published in AI for Science areas and categorize them by subjects, years, venues and keywords, etc. 

Each `.csv` file contains the correponding list of each year. Currently, the paper list is labelled by keys of `Title`, `Conference`, `Type`, `Application`, `MLTech`, `OpenReviewLink`. One could visulalize the list directly on this GitHub repo or by `pandas`. 

## Covered venues

*1. International Conference on Machine Learning (ICML)*

- [ICML 2024](icml/icml_2024.csv): Total 2640 

- [ICML 2023](icml/icml_2023.csv): Total 1908 

- [ICML 2022](icml/icml_2022.csv): Total 1237

- [ICML 2021](icml/icml_2021.csv): Total 1189

- [ICML 2020](icml/icml_2020.csv): Total 1087

*2. Annual Conference on Neural Information Processing Systems (NeurIPS)*

- [NeurIPS 2023](neurips/neurips_2023.csv): Total 3584 

- [NeurIPS 2022](neurips/neurips_2022.csv): Total 2911

- [NeurIPS 2021](neurips/neurips_2021.csv): Total 2342

- [NeurIPS 2020](neurips/neurips_2020.csv): Total 1909 

*3. International Conference on Learning Representations (ICLR)*

- [ICLR 2024](iclr/iclr_2024.csv): Total 2321

- [ICLR 2023](iclr/iclr_2023.csv): Total 1590 

- [ICLR 2022](iclr/iclr_2022.csv): Total 1103

- [ICLR 2021](iclr/iclr_2021.csv): Total 868

- [ICLR 2020](iclr/iclr_2020.csv): Total 695

## Contribution guideline

We are gradually adding the results from past top conferences and welcome volunteers to contribute to this page!

You could contribute to this page by creating a PR on (1) updating a current `.csv` (2) contributing a new `.csv` for an uncovered conference/year

If you want to join the team, please contact Lixue Cheng.

## Word clouds



  

  



## Trends

(1) AI for Science papers increase every year



  



(2) Trends of different applications