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## Recent Advances in Machine Learning for Simulation Science
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<h3>
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Aim
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</h3>
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<hr>
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To organize research articles that pushes the boundary of **machine learning and (graph) neural networks for simulation** with the introduction of novel approaches, algorithms, or theoretical insights.
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<hr>
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## Building the Website
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<pre>
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> pip install -r requirements.txt
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> make run
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</pre>
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When the code is ready to be deployed, run `make freeze` to get a static version of the website in the `build` folder.
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### Deploying to GitHub pages
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- Define two command-line variables `GH_TOKEN` and `GH_REF`. `GH_TOKEN` is your Github personal access token, and will look like `username:token`. `GH_REF` is the location of this repo, e.g., ```$> export GH_REF=github.com/brownvc/neural-fields-review```.
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-*DO NOT* add `GH_TOKEN` to the Makefile—this is your personal access token and should be kept private. Hence, declare a temporary command line variable using `export`.
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- Commit any changes. Any uncommited changes will be OVERWRITTEN!
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- Execute `make deploy`.
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- That's it.
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<hr>
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### Repo Stub
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The <ahref="https://github.com/brownvc/neural-fields-review">repo</a> contains:
* Keyword Statistics: The keywords are generated by a JS script (paper_vis_statistics.js line 13-58) running on the front end every time this page is loaded. So yes they will change correspondingly when papers' data is updated.
<pclass="infopage-title-1">Submit a new paper (takes about a minute)</p>
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<pclass="infopage-text">Please fill out <aclass="red-hyper-link" href="#" target="_blank">TBD Google form</a>.</p>
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<br/>
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<pclass="infopage-title-1">Update details about an existing paper</p>
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<pclass="infopage-text">Please fill out <aclass="red-hyper-link" href="#" target="_blank">TBD Google form</a>.
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<br/>
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<!-- *Changes will be reflected on this website within two days. -->
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<br/>
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<!-- <p class="infopage-title-1">Join us</p>
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<p class="infopage-text">We are looking for volunteers who can moderate and maintain this database. See <a class="red-hyper-link" href="https://neuralfields.cs.brown.edu/join_us.html" target="_blank">Join Us</a> tab.</p>
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