An agent-based learning towards decentralized and coordinated traffic signal control. - Samah El-Tantawy; Baher Abdulhai (ITSC, 2010)

Multi-Agent Reinforcement Learning for Integrated Network of Adaptive Traffic Signal Controllers (MARLIN-ATSC). - Samah El-Tantawy; Baher Abdulhai (ITSC, 2012)

Multiagent Reinforcement Learning for Integrated Network of Adaptive Traffic Signal Controllers (MARLIN-ATSC): Methodology and Large-Scale Application on Downtown Toronto. - Samah El-Tantawy; Baher Abdulhai; Hossam Abdelgawad (IEEE Trans. Intell. Transp. Syst., 2013)

Frame-based mobility estimation via compressive sensing in delay-tolerant vehicular networks. - Waleed Alasmary; Shahrokh Valaee; Samah El-Tantawy; Baher Abdulhai (WiVeC, 2014)

Design of Reinforcement Learning Parameters for Seamless Application of Adaptive Traffic Signal Control. - Samah El-Tantawy; Baher Abdulhai; Hossam Abdelgawad (J. Intell. Transp. Syst., 2014)

Assessment of Adaptive Traffic Signal Control Using Hardware in the Loop Simulation. - Hossam Abdelgawad; Kasra Rezaee; Samah El-Tantawy; Baher Abdulhai; Tamer Abdulazim (ITSC, 2015)

Closed Loop Optimal Adaptive Traffic Signal and Ramp Control: A Case Study on Downtown Toronto. - Samah El-Tantawy; Kasra Rezaee; Baher Abdulhai (ITSC, 2015)

End-to-End Deep Conditional Imitation Learning for Autonomous Driving. - Mohammed Abdou; Hanan Kamal; Samah El-Tantawy; Ali Abdelkhalek; Omar Adel; Karim Hamdy; Mustafa Abaas (ICM, 2019)

Big Data in ITS: Concept, Case Studies, Opportunities, and Challenges. - Karim I. Moharm; Eslam F. Zidane; Mostafa M. El-Mahdy; Samah El-Tantawy (IEEE Trans. Intell. Transp. Syst., 2019)

Forecasting of renewable energy using ANN, GPANN and ANFIS (A comparative study and performance analysis). - Omnia Abd Al-Azeem Hussieny; Mohamed A. El-Beltagy; Samah El-Tantawy (NILES, 2020)

MARLA-SG: Multi-Agent Reinforcement Learning Algorithm for Efficient Demand Response in Smart Grid. - Sally Aladdin; Samah El-Tantawy; Mostafa M. Fouda; Adly S. Tag Eldien (IEEE Access, 2020)

GG-Net: Gaze Guided Network for Self-driving Cars. - M. Abdelkarim; M. K. Abbas; Alaa Osama; Dalia Anwar; Mostafa Azzam; M. Abdelalim; H. Mostafa; Samah El-Tantawy; Ibrahim Sobh (Autonomous Vehicles and Machines, 2021)

TimeFusionNet for End-to-End Self-Driving Cars. - Youssef Matloob; Abdallah WallyAllah; M. Abdel-Halim; M. Sabry; Samah El-Tantawy; Hassan Mostafa (NILES, 2023)

AI-based adaptive personalized content presentation and exercises navigation for an effective and engaging E-learning platform. - Wafaa S. Sayed; Ahmed M. Noeman; Abdelrahman Abdellatif; Moemen Abdelrazek; Mostafa G. Badawy; Ahmed Hamed; Samah El-Tantawy (Multim. Tools Appl., 2023)

Correlation-based pruning algorithm with weight compensation for feedforward neural networks. - Shaimaa E. K. Ebid; Samah El-Tantawy; Doaa Shawky; Hany L. Abdel-Malek (Neural Comput. Appl., 2025)