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publications.html
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<!DOCTYPE html>
<html lang="en-US">
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1">
<!-- -->
<!-- Document Title-->
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<title>Flow Publications</title>
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<script src="assets/js/favicon.js"></script>
<meta name="theme-color" content="#ffffff">
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<body data-spy="scroll" data-target=".inner-link" data-offset="60">
<main>
<script src="assets/js/header.js"></script>
<section>
<div class="container">
<div class="row justify-content-center">
<div class="col-xl-8 text-center">
<h1 class="fs-3 mb-3 fw-400"><span class="icon-File-Chart color-primary"></span> //Flow Publications</h1>
<p class="color-7 lead font-1 mb-6">Where you can find relevant publications about the Flow project</p>
</div>
</div>
<!--/.row-->
<br />
<div class="my-4"></div>
<div class="table-responsive font-1 pt-5">
<table class="table table-striped">
<thead>
<tr>
<th>Title, Author, Journal/Conference, Year</th>
<th>File</th>
</tr>
</thead>
<tbody>
<tr>
<td><b>"Simulation to Scaled City: Zero-Shot Policy Transfer for Traffic Control via Autonomous Vehicles"</b>, K. Jang, E. Vinitsky, B. Chalaki, B. Remer, L. Beaver, A. Malikopoulous, A. Bayen,<em class="color-primary">ICCPS</em>, 2019</td>
<td>
<a href="papers/iccps_2019.pdf" class="btn btn-primary" target="_blank">Download</a>
</td>
</tr>
<tr>
<td><b>"Dissipating stop-and-go waves in closed and open networks via deep reinforcement learning"</b>, A. Kreidieh, C. Wu, A. Bayen, <em class="color-primary">ITSC</em>, 2018</td>
<td>
<a href="papers/08569485.pdf" class="btn btn-primary" target="_blank">Download</a>
</td>
</tr>
<tr>
<td><b>"Flow: Open Source Reinforcement Learning for Traffic Control"</b>, N. Kheterpal, E. Vinitsky, C. Wu, A. Kreidieh, K. Jang, K. Parvate, A. Bayen, <em class="color-primary">Workshop on Machine Learning Open Source Software, NeurIPS</em>, 2018</td>
<td>
<a href="papers/33f6dea4d284de3e316bcd76ddf6e0c29434aa5f.pdf" class="btn btn-primary" target="_blank">Download</a>
</td>
</tr>
<tr>
<td><b>"Benchmarks for reinforcement learning in mixed-autonomy traffic"</b>, E. Vinitsky, A. Kreidieh, L. Flem, N. Kheterpal, K. Jang, C. Wu, F. Wu, R. Liaw, E. Liang, A. Bayen, <em class="color-primary">PMLR, Volume 87, 2018 <span class="badge badge-success">When citing the benchmarks, please cite this paper</span> </em></td>
<td>
<a href="papers/vinitsky18a.pdf" class="btn btn-primary" target="_blank">Download</a>
</td>
</tr>
<tr>
<td><b>"Lagrangian Control through Deep-RL: Applications to Bottleneck Decongestion"</b>, E. Vinitsky, K. Parvate, A. Kreidieh, C. Wu, Z. Hu, A. Bayen, <em class="color-primary">ITSC</em>, 2018</td>
<td>
<a href="papers/LagrangianBottlenecks.pdf" class="btn btn-primary" target="_blank">Download</a>
</td>
</tr>
<tr>
<td><b>"Flow: Architecture and Benchmarking for Reinforcement Learning in Traffic Control"</b>, C. Wu, A. Kreidieh, K. Parvate, E. Vinitsky, A. Bayen, <em class="color-primary">arXiv preprint arXiv:1710.05465</em>, 2017, <span class="badge badge-success">When citing Flow, please cite this paper</span></td>
<td>
<a href="papers/1710.05465.pdf" class="btn btn-primary" target="_blank">Download</a>
</td>
</tr>
<tr>
<td><b>"Emergent behaviors in mixed-autonomy traffic"</b>, C. Wu, A. Kreidieh, E. Vinitsky, A. Bayen, <em class="color-primary">PMLR, Volume 78</em>, 2017</td>
<td>
<a href="papers/wu17a.pdf" class="btn btn-primary" target="_blank">Download</a>
</td>
</tr>
<tr>
<td><b>"Framework for Control and Deep Reinforcement Learning in Traffic"</b>, C. Wu, K. Parvate, N. Kheterpal, L. Dickstein, A. Mehta, E. Vinitsky, A. Bayen, <em class="color-primary">ITSC</em>, 2017</td>
<td>
<a href="papers/08317694.pdf" class="btn btn-primary" target="_blank">Download</a>
</td>
</tr>
<tr>
<td><b>"Flow: Deep Reinforcement for Control in SUMO"</b>, N. Kheterpal, K. Parvate, C. Wu, A. Kreidieh, E. Vinitsky, A. Bayen, <em class="color-primary">SUMO User Conference</em>, 2017</td>
<td>
<a href="papers/Flow_Deep_Reinforcement_Learning_for_Control_in_SUMO.pdf" class="btn btn-primary" target="_blank">Download</a>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<!--/.container-->
</section>
<section>
<div class="background-holder overlay overlay-1" style="background-image:url(assets/images/background/95cdfeef.jpg);"> </div>
<!--/.background-holder-->
<div class="container">
<div class="row font-1 color-white">
<div class="col">
<h6 class="mb-2 text-uppercase ls">Still Have questions?</h6>
<h5>Get in touch with us!</h5>
</div>
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<a class="btn btn-primary" target="_blank" href="contact.html">Contact Us</a>
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