Three-Year Hydro-Climatic Memory in Dust Activation: A Grouped Temporal Graph Network with Explainable Attention
Scientific Reports · Springer Nature · Under Review
PhD Student · ALPACAS · AGML
PhD student in Computer Science at Amirkabir University of Technology.
Parameterized Algorithms · SAT/SMT Solving · Computational Geometry · Graph Algorithms · Graph Neural Networks
I am a PhD student in Computer Science at Amirkabir University of Technology, supervised by Dr. Zahed Rahmati and Prof. Amir Goharshady. I am a member of the ALPACAS research group and of the AGML group at AUT.
My current research focuses on parameterized algorithms, SAT/SMT solving, computational geometry, and graph algorithms. Graph neural networks and applied machine learning remain part of my work.
My master's thesis used graph-based spatiotemporal modeling and explainable AI to study how hydro-climatic and environmental factors drive dust-storm activation. I also work as an AI engineer on machine-learning-based network security and natural-language access to enterprise data.
Parameterized complexity and algorithmic techniques for structured computational problems.
Structural and algorithmic approaches to satisfiability and satisfiability modulo theories.
Geometric structures and techniques for algorithmic and constraint-solving problems.
Structural graph methods and their applications in algorithms and formal reasoning.
Graph-based learning methods for structured and spatiotemporal data.
Applied work: spatiotemporal modeling, explainable AI, anomaly detection, and machine learning.
Scientific Reports · Springer Nature · Under Review
11th International Conference on Signal Processing & Intelligent Systems (ICSPIS), 2025
Amirkabir University of Technology
Supervisors: Dr. Zahed Rahmati and Prof. Amir Goharshady
Amirkabir University of Technology
GPA: 18.60 / 20 · Thesis grade: 19.25 / 20
Thesis: graph-based spatiotemporal modeling and explainable AI for dust-storm activation. Supervisor: Dr. Zahed Rahmati
Ferdowsi University of Mashhad
GPA: 18.75 / 20
Teaching Assistant · Ferdowsi University of Mashhad 2022–2024