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2s997demo

autosurf

biked

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

classification4design

Code for evaluating TabPFN against other classifiers on engineering design problems.

creativegan

CreativeGAN: Editing Generative Adversarial Networks for Creative Design Synthesis

design-translation

drag_coefficient_prediction

Surrogate-modeling-of-drag-coefficient

dtai

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

framed

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

links

A Large Dataset of Planar Linkage Mechanisms

mmml_vehicle_prediction

mo-padgan

Multi-Objective Performance augmented Diverse Generative Adversarial Network

moopd

multiobjective-counterfactuals-for-design

Official Repository for Multi-Objective Counterfactuals for Design (MCD)

nlp-design-eval

The code for "If a Picture is Worth 1000 Words, is a Word Worth 1000 Features for Design Metric Estimation?" Published in IDETC-2021

pcdgan

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

radcomp

Centrifugal Compressor 1D simulation code

range-gan

Official Code and Dataset For Range-GAN

shipd

Dataset of 30,000 ship hulls for machine learning applications to ship design.

shipgen

Generate Parametric Ship Hull with a Guided Tabular Diffusion Model

topodiff

Code, technical details and links to datasets and trained models for TopoDiff

trajectory-alignment-diffusion

Code for "Aligning Optimization Trajectories with Diffusion Models for Constrained Design Generation" @ NeurIPS 2023