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2025

MCD: A Model-Agnostic Counterfactual Search Method for Multi-Modal Design Modifications

Authors: Regenwetter, L; Abu Obaideh, Y; Ahmed, F

Published: February 2025; Journal of Mechanical Design

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2024

Constraining Generative Models for Engineering Design with Negative Data

Authors: Regenwetter, L; Giannone, G; Srivastava, A; Gutfreund, D; Ahmed, F

Published: December 2024; Transactions on Machine Learning Research (TMLR)

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Towards Domain-Adaptive Resolution-Free 3D Topology Optimization with Neural Implicit Fields

Authors: Nobari, AH; Regenwetter, L; Ahmed, F

Published: August 2024; International Design Engineering Technical Conferences

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BIKED++: A Multimodal Dataset of 1.4 Million Bicycle Image and Parametric CAD Designs

Authors: Regenwetter, L; Abu Obaideh, Y; Nobari, AH; Ahmed, F

Published: February 2024; arxiv

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2023

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

Authors: Regenwetter, L; Srivastava, A; Gutfreund, D; Ahmed, F

Published: October 2023; Computer Aided Design

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

Authors: Regenwetter, L; Abu Obaideh, Y; Ahmed, F

Published: Aug. 2023; Journal of Mechanical Design

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FRAMED: An AutoML Approach for Structural Performance Prediction of Bicycle Frames

Authors: Regenwetter, L; Weaver, C; Ahmed, F

Published: March 2023; Computer Aided Design

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2022

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

Authors: Regenwetter, L; Ahmed, F

Published: August 2022; International Design Engineering Technical Conferences

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Deep Generative Models in Engineering Design: A Review

Authors: Regenwetter, L; Nobari, AH; Ahmed, F

Published: July 2022; Journal of Mechanical Design

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BIKED: A Dataset for Computational Bicycle Design with Machine Learning Benchmarks

Authors: Regenwetter, L; Curry, B; Ahmed, F

Published: March 2022; Journal of Mechanical Design

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2021

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

Authors: Regenwetter, L; Curry, B; Ahmed, F

Published: August 2021; International Design Engineering Technical Conferences

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Low Porosity, High Areal-Capacity Prussian Blue Analogue Electrodes Enhance Salt Removal and Thermodynamic Efficiency in Symmetric Faradaic Deionization with Automated Fluid Control

Authors: Reale, ER; Regenwetter, L; Agrawal, A; Dardon, B; Dicola, B; Sanagala, S; Smith, KC

Published: August 2021; Water Research X

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