Graph Machine Learning · ARMEDIA Team · Télécom SudParis

Aref Einizade

Assistant Professor (Maître de Conférences)

ARMEDIA Team — SAMOVAR Laboratory
Télécom SudParis
Institut Polytechnique de Paris

aref.einizade@telecom-sudparis.eu
Address no.1: Office C 304-00, 9 rue Charles Fourier, Télécom SudParis, Évry-campus, France
Address no.2: Office 4.A443, 19 place Marguerite Perey, Télécom SudParis, Palaiseau-campus, France
Placeholder portrait for Aref Einizade
Aref Einizade, Assistant Professor, Télécom SudParis, Institut Polytechnique de Paris

Profile

About

I am an Assistant Professor in Graph (and Topological) Machine Learning and Signal Processing at ARMEDIA Team, Télécom SudParis, Institut Polytechnique de Paris. My research lies at the intersection of Graph and Topology (in Machine Learning, Signal Processing, and Neural Networks), with an emphasis on theoretically grounded methods and spanning their applications especially in Biomedical (Brain) data analysis and spatiotemporal forecasting.

Before joining Télécom SudParis in 2026, I was a postdoctoral researcher in the Multimedia team (under the supervision of Dr. Jhony H. Giraldo and Prof. Fragkiskos D. Malliaros) at Télécom Paris from November 2023 to January 2026. I received my PhD in Electrical Engineering from Sharif University of Technology (under the supervision of Dr. Sepideh Hajipour Sardouie) on February 2023, where I developed graph-based methods for learning unknown structures in biomedical signals.

Career

Academic path from signal processing to flexible graph machine learning.

Research

Research directions

A flexible graph-learning program spanning theory, algorithms, and biomedical/spatiotemporal applications.

People

Team

Researchers and students supervised by Aref Einizade.

Current members

Former visiting researchers

Alumni

Research output

Publications

Journal, conference, and preprint publications by Aref Einizade and collaborators.

Teaching & mentoring

Teaching

Updates

News

Get in touch

Contact

For research collaborations, student supervision, and academic inquiries, please use the institutional email address.

Emailaref.einizade@telecom-sudparis.eu
Affiliation

Télécom SudParis · Institut Polytechnique de Paris

Laboratory

SAMOVAR · ARMEDIA

Address

9 rue Charles Fourier, 91011 Évry, France

Thinking of emailing me?

Thank you for your interest in my research. For the clearest response, please keep your message concise and include the specific research topic, project, or collaboration you are writing about.

If you are contacting me about a student position, please attach your CV and briefly explain how your background connects to graph machine learning, graph signal processing, geometric deep learning, generative modeling, or biomedical/spatiotemporal applications.

— Aref Einizade

Joining the research group

I welcome strong students interested in graph signal processing, graph machine learning, geometric deep learning, higher-order learning, generative models, and biomedical or spatiotemporal applications.

Contact Aref