A Case for Monte Carlo Tree Search in Adaptive Traffic Signal Control: Modifiability, Interpretability and Generalization. - Ilia Smirnov; Scott Sanner; Baher Abdulhai (ITSC, 2023)

eMARLIN+: Overcoming Partial-Observability Caused by Sensor Limitations and Short Detection Ranges in Traffic Signal Control. - Xiaoyu Wang; Ayal Taitler; Ilia Smirnov; Scott Sanner; Baher Abdulhai (ITSC, 2023)

SMAC-tuned Deep Q-learning for Ramp Metering. - Omar ElSamadisy; Yazeed Abdulhai; Haoyuan Xue; Ilia Smirnov; Elias B. Khalil; Baher Abdulhai (SM, 2023)

SECRM-2D: RL-Based Efficient and Comfortable Route-Following Autonomous Driving with Analytic Safety Guarantees. - Tianyu Shi; Ilia Smirnov; Omar ElSamadisy; Baher Abdulhai (CoRR, 2024)

Generalized Multi-hop Traffic Pressure for Heterogeneous Traffic Perimeter Control. - Xiaocan Li; Xiaoyu Wang; Ilia Smirnov; Scott Sanner; Baher Abdulhai (CoRR, 2024)

Multi-hop Upstream Preemptive Traffic Signal Control with Deep Reinforcement Learning. - Xiaocan Li; Xiaoyu Wang; Ilia Smirnov; Scott Sanner; Baher Abdulhai (CoRR, 2024)

eMARLIN+: Addressing Partial Observability to Promote Traffic Signal Coordination by Leveraging Historical Information. - Xiaoyu Wang; Ayal Taitler; Ilia Smirnov; Scott Sanner; Baher Abdulhai (IEEE Trans. Intell. Transp. Syst., 2024)