IH-GAN: A Conditional Generative Model for Implicit Surface-Based Inverse Design of Cellular Structures

Learning Airfoil Manifolds with Optimal Transport

Inverse Design of 2D Airfoils using Conditional Generative Models and Surrogate Log-Likelihoods

IH-GAN: A Conditional Generative Model for Implicit Surface-Based Inverse Design of Cellular Structures

Airfoil Design Parameterization and Optimization using Bézier Generative Adversarial Networks

Data-Driven Geometric Design Space Exploration and Design Synthesis

Synthesizing Designs with Inter-part Dependencies Using Hierarchical Generative Adversarial Networks

Aerodynamic Design Optimization and Shape Exploration using Generative Adversarial Networks

BézierGAN: Automatic Generation of Smooth Curves from Interpretable Low-Dimensional Parameters

Synthesizing Designs with Inter-part Dependencies Using Hierarchical Generative Adversarial Networks

Active Expansion Sampling for Learning Feasible Domains in an Unbounded Input Space

Beyond the Known: Detecting Novel Feasible Domains over an Unbounded Design Space

Design Manifolds Capture the Intrinsic Complexity and Dimension of Design Spaces

How Designs Differ: Non-Linear Embeddings Illuminate Intrinsic Design Complexity