Publications

Relevant publications are listed on this page.

• C. Wu, A. Kreidieh, K. Parvate, E. Vinitsky, A. Bayen, "Flow: Architecture and Benchmarking for Reinforcement Learning in Traffic Control," CoRR, vol. abs/1710.05465, 2017. [Online]. Available: https://arxiv.org/abs/1710.05465
  (When citing Flow, please use this paper)
• C. Wu, A. Kreidieh, E. Vinitsky, A. Bayen, "Emergent behaviors in mixed-autonomy traffic," Proceedings of the 1st Annual Conference on Robot Learning, PMLR 78:398-407, 2017. [Online]. Available: http://proceedings.mlr.press/v78/wu17a.html
• 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: https://ieeexplore.ieee.org/document/8317694/
• 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.
• 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: https://easychair.org/publications/paper/FBQq
• 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.