A New Graph-Based Reinforcement Learning Environment for Targeted Molecular Generation and Optimization✱. - Amgad Abdallah Mahmoud; Nada Adel Alyan; Ahmed Elkerdawy; Shihori Tanabe; Frédéric Andrès; Andreas Pester; Hesham Ali 001 (ICSIE, 2023)

Predicting drug likeness and molecular activity. - Amgad A. Mahmoud; Frédéric Andrès; Andreas Pester; Shihori Tanabe; Hesham Ali 001; Nada Adel 001 (IEEE DataPort, 2023)

Geom-SAC: Geometric Multi-Discrete Soft Actor Critic With Applications in De Novo Drug Design. - Amgad Abdallah Mahmoud; Nada Adel Alyan; Ahmed Elkerdawy; Shihori Tanabe; Frédéric Andrès; Andreas Pester; Hesham H. Ali (IEEE Access, 2024)