Ilia Smirnov

According to our database, Ilia Smirnov authored at least 8 papers between 2023 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Getting Ready for Deployment: Transformer-Enabled Robust Adaptive Traffic Signal Control.

Xiaoyu Wang, Ilia Smirnov, Scott Sanner, Baher Abdulhai

Proceedings of the 28th IEEE International Conference on Intelligent Transportation Systems, 2025

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., December, 2024

Multi-hop Upstream Preemptive Traffic Signal Control with Deep Reinforcement Learning.

Xiaocan Li, Xiaoyu Wang, Ilia Smirnov, Scott Sanner, 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

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

2023

SMAC-tuned Deep Q-learning for Ramp Metering.

Omar ElSamadisy, Yazeed Abdulhai, Haoyuan Xue, Ilia Smirnov, Elias B. Khalil, Baher Abdulhai

Proceedings of the IEEE International Conference on Smart Mobility, 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

Proceedings of the 26th IEEE International Conference on Intelligent Transportation Systems, 2023

A Case for Monte Carlo Tree Search in Adaptive Traffic Signal Control: Modifiability, Interpretability and Generalization.

Ilia Smirnov, Scott Sanner, Baher Abdulhai

Proceedings of the 26th IEEE International Conference on Intelligent Transportation Systems, 2023