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C. Wu, K. Parvate, N. Kheterpal, L. Dickstein, A. Mehta, E. Vinitsky, A. Bayen, "Framework for Control and Deep Reinforcement Learning in Traffic," IEEE Intelligent Transportation Systems Conference (ITSC), 2017. [Online]. Available: <ahref="https://ieeexplore.ieee.org/document/8317694/">https://ieeexplore.ieee.org/document/8317694/</a>
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E. Vinitsky, K. Parvate, A. Kreidieh, C. Wu, Z. Hu, A. Bayen, "Lagrangian Control through Deep-RL: Applications to Bottleneck Decongestion," IEEE Intelligent Transportation Systems Conference (ITSC), 2018.
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E. Vinitsky, K. Parvate, A. Kreidieh, C. Wu, Z. Hu, A. Bayen, "<ahref="figures/papers/LagrangianBottlenecks.pdf">Lagrangian Control through Deep-RL: Applications to Bottleneck Decongestion</a>," IEEE Intelligent Transportation Systems Conference (ITSC), 2018.
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N. Kheterpal, K. Parvate, C. Wu, A. Kreidieh, E. Vinitsky, A. Bayen, "Flow: Deep Reinforcement for Control in SUMO," SUMO User Conference, 2018. [Online]. Available: <ahref="https://easychair.org/publications/paper/FBQq">https://easychair.org/publications/paper/FBQq</a>
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A. Kreidieh, A. Bayen, "Dissipating stop-and-go waves in closed and open networks via deep reinforcement learning," IEEE Intelligent Transportation Systems Conference (ITSC), 2018.
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N. Kheterpal, E. Vinitsky, C. Wu, A. Kreidieh, K. Jang, K. Parvate, A. Bayen, "Flow: Open Source Reinforcement Learning for Traffic Control," Workshop on Machine Learning Open Source Software, Conference on Neural Information Processing Systems (NeurIPS), 2018. [Online]. Available: <ahref="https://openreview.net/pdf?id=r1lT6YT4hm">https://openreview.net/pdf?id=r1lT6YT4hm</a>
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