Multi-split configuration design for fluid-based thermal management systems. - Saeid Bayat; Nastaran Shahmansouri; Satya R. T. Peddada; Alexander Tessier; Adrian Butscher; James T. Allison (CoRR, 2023)

Extracting Design Knowledge from Optimization Data: Enhancing Engineering Design in Fluid Based Thermal Management Systems. - Saeid Bayat; Nastaran Shahmansouri; Satya R. T. Peddada; Alex Tessier; Adrian Butscher; James T. Allison (CoRR, 2023)

Advancing Fluid-Based Thermal Management Systems Design: Leveraging Graph Neural Networks for Graph Regression and Efficient Enumeration Reduction. - Saeid Bayat; Nastaran Shahmansouri; Satya R. T. Peddada; Alex Tessier; Adrian Butscher; James T. Allison (CoRR, 2023)

Sustainability through Optimal Design of Buildings for Natural Ventilation using Updated Comfort and Occupancy Models. - Jihoon Chung; Nastaran Shahmansouri; Rhys Goldstein; James Stoddart; John Locke (CoRR, 2023)

Experiential Views: Towards Human Experience Evaluation of Designed Spaces using Vision-Language Models. - Bon Adriel Aseniero; Michael Lee 005; Yi Wang 048; Qian Zhou; Nastaran Shahmansouri; Rhys Goldstein (CHI Extended Abstracts, 2024)

Copresheaf Topological Neural Networks: A Generalized Deep Learning Framework. - Mustafa Hajij; Lennart Bastian; Sarah Osentoski; Hardik Kabaria; John L. Davenport; Sheik Dawood; Balaji Cherukuri; Joseph G. Kocheemoolayil; Nastaran Shahmansouri; Adrian Lew; Theodore Papamarkou; Tolga Birdal (CoRR, 2025)