activity
20172026
most citedDeep learning for molecular design - a review of the state of the art

741 citations · 769 across the 7 of their papers we have counts for

collaborators

15 papers

cs.AI20262 cited

2026 Roadmap on Artificial Intelligence and Machine Learning for Smart Manufacturing

Jay Lee, Hanqi Su, Marco Macchi +50

The evolution of artificial intelligence (AI) and machine learning (ML) is reshaping smart manufacturing by providing new capabilities for efficiency, adaptability, and autonomy ac…

cs.GR2025

GrainPaint: A multi-scale diffusion-based generative model for microstructure reconstruction of large-scale objects

Nathan Hoffman, Cashen Diniz, Dehao Liu +3

Simulation-based approaches to microstructure generation can suffer from a variety of limitations, such as high memory usage, long computational times, and difficulties in generati…

cs.LG2024

Inverse design with conditional cascaded diffusion models

Milad Habibi, Mark Fuge

Adjoint-based design optimizations are usually computationally expensive and those costs scale with resolution. To address this, researchers have proposed machine learning approach…

cs.CE20203 cited

Airfoil Design Parameterization and Optimization using Bézier Generative Adversarial Networks

Wei Chen, Kevin Chiu, Mark Fuge

Global optimization of aerodynamic shapes usually requires a large number of expensive computational fluid dynamics simulations because of the high dimensionality of the design spa…

cs.AI2020

Forming Diverse Teams from Sequentially Arriving People

Faez Ahmed, John Dickerson, Mark Fuge

Collaborative work often benefits from having teams or organizations with heterogeneous members. In this paper, we present a method to form such diverse teams from people arriving…

math.OC20206 cited

Adaptive Expansion Bayesian Optimization for Unbounded Global Optimization

Wei Chen, Mark Fuge

Bayesian optimization is normally performed within fixed variable bounds. In cases like hyperparameter tuning for machine learning algorithms, setting the variable bounds is not tr…