Sotabase

Career

· Full Professor and Chair of Artificial Intelligence in Engineering Design, ETH Zurich2024–
· Ph.D. Graduate, UC Berkeley2014–

Publications (101)

Preliminary Program
Science · 1952
399
cited
Deep learning for molecular generation and optimization - a review of the state of the art
Molecular Systems Design & Engineering · 2019
346
cited
Applying machine learning techniques to predict the properties of energetic materials
Scientific Reports · 2018
206
cited
Aerodynamic Design Optimization and Shape Exploration using Generative Adversarial Networks
AIAA Scitech 2019 Forum · 2019
110
cited
Airfoil Design Parameterization and Optimization using Bézier Generative Adversarial Networks
AIAA Journal · 2020
110
cited
IH-GAN: A Conditional Generative Model for Implicit Surface-Based Inverse Design of Cellular Structures
Computer Methods in Applied Mechanics and Engineering · 2021
82
cited
Conceptual design and modification of freeform surfaces using dual shape representations in augmented reality environments
Comput. Aided Des. · 2012
75
cited
Diverse Weighted Bipartite b-Matching
International Joint Conference on Artificial Intelligence · 2017
70
cited
Network Analysis of Collaborative Design Networks: A Case Study of OpenIDEO
2014
69
cited
Preliminary.
Political Institutions
52
cited
Design Manifolds Capture the Intrinsic Complexity and Dimension of Design Spaces
2017
51
cited
Synthesizing Designs With Interpart Dependencies Using Hierarchical Generative Adversarial Networks
Journal of Mechanical Design · 2019
50
cited
BézierGAN: Automatic Generation of Smooth Curves from Interpretable Low-Dimensional Parameters
arXiv.org · 2018
41
cited
Machine Learning Algorithms for Recommending Design Methods
2014
40
cited
Special Issue: Machine Learning for Engineering Design
Journal of Mechanical Design · 2019
32
cited
Pattern Analysis of IDEO's Human-Centered Design Methods in Developing Regions
2015
30
cited
How Should We Measure Creativity in Engineering Design? A Comparison Between Social Science and Engineering Approaches
2020
28
cited
Design creativity
Artificial intelligence for engineering design, analysis and manufacturing · 2018
26
cited
Automatically Inferring Metrics for Design Creativity
2013
25
cited
Beyond the Known: Detecting Novel Feasible Domains Over an Unbounded Design Space
2017
25
cited
Sotabase
Mark Fuge | Researcher Profile | Sotabase | Sotabase