Research Team

member portrait

Haya Brama, Ph.D.

  • Lab Manager
  • Ariel University

About

Dr. Haya Brama is a researcher and lab manager at AAIRL, specializing in deep learning, machine learning, and AI applications for architectural and urban systems.

She completed her Ph.D. in neuroscience at Bar-Ilan University, where she studied biological neural networks using population-dynamics modeling and in-vivo electrophysiological recordings. Her postdoctoral research at Ariel University’s Department of Industrial Engineering and Management extended this computational foundation to artificial neural networks, cybersecurity applications, and metaheuristic search.

From 2000 to 2023, Haya served as Chief Scientific Officer at ARK, a startup developing AI-based tools for automated architectural design. This trajectory — from systems neuroscience to applied machine learning in the built environment — informs her current work connecting rigorous computational modeling with practical planning and design problems.

Projects

Education

  • Post-Doctoral Studies Ariel University 2017 – 2022
  • Ph.D. Bar-Ilan University 2011 – 2017
  • B.A. Ben-Gurion University of the Negev 2007 – 2010

Employment

  • Chief Scientific Officer Ark LTD 2020 – 2023
  • Ariel University – Present

Papers

2026 Publication

Challenges in the Evaluation of Machine Learning Techniques in Generative Urban Design

Haya Brama, Tal Grinshpoun, Agata Dalach, Jonathan Dortheimer
  • Venue International Journal of Architectural Computing
2025 Publication

AI-Driven Recommendations for Strategic Urban Renewal

Haya Brama, Tal Grinshpoun, Oded Landau, Jonathan Dortheimer
  • Venue Architectural Informatics, Proceedings of the 30th International Conference on Computer-Aided Architectural Design Research in Asia (CAADRIA 2025)
2024 Publication

Towards a Robust Evaluation Framework for Generative Urban Design

Haya Brama, Agata Dalach, Tal Grinshpoun, Jonathan Dortheimer
  • Venue Data-Driven Intelligence - Proceedings of the 42st eCAADe Conference

Other Publications

2023 Publication

Graph representation of the fixed route dial-a-ride problem

Tal Grinshpoun, Elad Shufan, Hagai Ilani, Vadim Levit, Haya Brama
  • Venue Journal of Scheduling
2023 Publication

Evaluation of neural networks defenses and attacks using NDCG and reciprocal rank metrics

Haya Brama, Lihi Dery, Tal Grinshpoun
  • Venue International Journal of Information Security
2020 Publication

Heat and Blur: An Effective and Fast Defense Against Adversarial Examples

Haya Brama, Tal Grinshpoun
  • Venue [no publisher info]
2016 Publication

Hours of high-frequency stimulations reveal intracellular neuronal trends in vivo

H. Brama, A. Goldental, R. Vardi, E. A. Stern, I. Kanter
  • Venue EPL (Europhysics Letters)
2015 Publication

Synchronization among neuronal pools without common inputs: in vivo study

Haya Brama, Shoshana Guberman, Moshe Abeles, Edward Stern, Ido Kanter
  • Venue Brain Structure and Function
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2015 Publication

Neuronal response impedance mechanism implementing cooperative networks with low firing rates and μs precision

Roni Vardi, Amir Goldental, Hagar Marmari, Haya Brama, Edward A. Stern, Shira Sardi, Pinhas Sabo, Ido Kanter
  • Venue Frontiers in Neural Circuits
2014 Publication

Synthetic reverberating activity patterns embedded in networks of cortical neurons

Roni Vardi, Reut Timor, Shoshana Guberman, Haya Brama, Ido Kanter
  • Venue IEICE Proceeding Series
2013 Publication

Transient to zero-lag synchronization in excitable networks

H. Brama, Y. Peleg, W. Kinzel, I. Kanter
  • Venue Physical Review E

Want to solve real urban problems with AI?

We welcome applications from researchers, designers, and practitioners from diverse disciplinary backgrounds. If you are interested in contributing to research at the intersection of AI, design, and urban studies, we encourage you to apply and join our team.