b'Faez Ahmed'

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Featured Co-authors

Wei Chen
302 publications
Liwei Wang
145 publications
John P Dickerson
61 publications
Ole Winther
45 publications
Akash Srivastava
23 publications
John Dickerson
18 publications
Dan Gutfreund
15 publications
Ping Zhu
13 publications
Yan Fu
12 publications
Zhao Liu
11 publications
Giorgio Giannone
10 publications

research

∙ 05/29/2023

Aligning Optimization Trajectories with Diffusion Models for Constrained Design Generation

Generative models have had a profound impact on vision and language, pav...

0 Giorgio Giannone, et al. ∙

research

∙ 05/24/2023

Multi-modal Machine Learning for Vehicle Rating Predictions Using Image, Text, and Parametric Data

Accurate vehicle rating prediction can facilitate designing and configur...

0 Hanqi Su, et al. ∙

research

∙ 05/18/2023

Counterfactuals for Design: A Model-Agnostic Method For Design Recommendations

We introduce Multi-Objective Counterfactuals for Design (MCD), a novel m...

0 Lyle Regenwetter, et al. ∙

research

∙ 05/15/2023

DATED: Guidelines for Creating Synthetic Datasets for Engineering Design Applications

Exploiting the recent advancements in artificial intelligence, showcased...

0 Cyril Picard, et al. ∙

research

∙ 05/14/2023

Ship-D: Ship Hull Dataset for Design Optimization using Machine Learning

Machine learning has recently made significant strides in reducing desig...

0 Noah J. Bagazinski, et al. ∙

research

∙ 05/02/2023

ADVISE: AI-accelerated Design of Evidence Synthesis for Global Development

When designing evidence-based policies and programs, decision-makers mus...

0 Kristen M. Edwards, et al. ∙

research

∙ 03/17/2023

Diffusing the Optimal Topology: A Generative Optimization Approach

Topology Optimization seeks to find the best design that satisfies a set...

0 Giorgio Giannone, et al. ∙

research

∙ 02/06/2023

Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design

Deep generative models, such as Variational Autoencoders (VAEs), Generat...

0 Lyle Regenwetter, et al. ∙

research

∙ 08/30/2022

LINKS: A dataset of a hundred million planar linkage mechanisms for data-driven kinematic design

In this paper, we introduce LINKS, a dataset of 100 million one degree o...

2 Amin Heyrani Nobari, et al. ∙

research

∙ 08/20/2022

Diffusion Models Beat GANs on Topology Optimization

Structural topology optimization, which aims to find the optimal physica...

25 François Mazé, et al. ∙

research

∙ 06/14/2022

Towards Goal, Feasibility, and Diversity-Oriented Deep Generative Models in Design

Deep Generative Machine Learning Models (DGMs) have been growing in popu...

25 Lyle Regenwetter, et al. ∙

research

∙ 05/06/2022

Design Target Achievement Index: A Differentiable Metric to Enhance Deep Generative Models in Multi-Objective Inverse Design

Deep Generative Machine Learning Models have been growing in popularity ...

12 Lyle Regenwetter, et al. ∙

research

∙ 01/25/2022

FRAMED: Data-Driven Structural Performance Analysis of Community-Designed Bicycle Frames

This paper presents a data-driven analysis of the structural performance...

3 Lyle Regenwetter, et al. ∙

research

∙ 10/21/2021

Deep Generative Models in Engineering Design: A Review

Automated design synthesis has the potential to revolutionize the modern...

67 Lyle Regenwetter, et al. ∙

research

∙ 06/07/2021

PcDGAN: A Continuous Conditional Diverse Generative Adversarial Network For Inverse Design

Engineering design tasks often require synthesizing new designs that mee...

19 Amin Heyrani Nobari, et al. ∙

research

∙ 05/12/2021

A Graph Neural Network Approach for Product Relationship Prediction

Graph Neural Networks have revolutionized many machine learning tasks in...

16 Faez Ahmed, et al. ∙

research

∙ 03/10/2021

CreativeGAN: Editing Generative Adversarial Networks for Creative Design Synthesis

Modern machine learning techniques, such as deep neural networks, are tr...

38 Amin Heyrani Nobari, et al. ∙

research

∙ 03/10/2021

Range-GAN: Range-Constrained Generative Adversarial Network for Conditioned Design Synthesis

Typical engineering design tasks require the effort to modify designs it...

10 Amin Heyrani Nobari, et al. ∙

research

∙ 03/10/2021

BIKED: A Dataset and Machine Learning Benchmarks for Data-Driven Bicycle Design

In this paper, we present "BIKED," a dataset comprised of 4500 individua...

88 Lyle Regenwetter, et al. ∙

research

∙ 02/15/2021

Self-Organizing Teams in Online Work Settings

As the volume and complexity of distributed online work increases, the c...

0 Ioanna Lykourentzou, et al. ∙

research

∙ 09/15/2020

MO-PaDGAN: Reparameterizing Engineering Designs for Augmented Multi-objective Optimization

Multi-objective optimization is key to solving many Engineering Design p...

44 Wei Chen, et al. ∙

research

∙ 07/07/2020

MO-PaDGAN: Generating Diverse Designs with Multivariate Performance Enhancement

Deep generative models have proven useful for automatic design synthesis...

0 Wei Chen, et al. ∙

research

∙ 06/27/2020

Deep Generative Modeling for Mechanistic-based Learning and Design of Metamaterial Systems

Metamaterials are emerging as a new paradigmatic material system to rend...

10 Liwei Wang, et al. ∙

research

∙ 06/01/2020

METASET: Exploring Shape and Property Spaces for Data-Driven Metamaterials Design

Data-driven design of mechanical metamaterials is an increasingly popula...

4 Yu-Chin Chan, et al. ∙

research

∙ 02/26/2020

PaDGAN: A Generative Adversarial Network for Performance Augmented Diverse Designs

Deep generative models are proven to be a useful tool for automatic desi...

3 Wei Chen, et al. ∙

research

∙ 02/25/2020

Forming Diverse Teams from Sequentially Arriving People

Collaborative work often benefits from having teams or organizations wit...

0 Faez Ahmed, et al. ∙

research

∙ 01/30/2018

Creative Exploration Using Topic Based Bisociative Networks

Bisociative knowledge discovery is an approach that combines elements fr...

0 Faez Ahmed, et al. ∙

research

∙ 09/07/2017

Ranking ideas for diversity and quality

When selecting ideas or trying to find inspiration, designers often must...

0 Faez Ahmed, et al. ∙

research

∙ 02/23/2017

Diverse Weighted Bipartite b-Matching

Bipartite matching, where agents on one side of a market are matched to ...

0 Faez Ahmed, et al. ∙