activity
20202026
most citedOptimal design of frame structures with mixed categorical and continuous design variables using the Gumbel-Softmax method

10 citations · 25 across the 12 of their papers we have counts for

collaborators
Showing cs.LGShow all

6 papers · 1 filter

cs.LG2026

Draw it like Euclid: Teaching transformer models to generate CAD profiles using ruler and compass construction steps

Siyi Li, Joseph G. Lambourne, Longfei Zhang +2

We introduce a new method of generating Computer Aided Design (CAD) profiles via a sequence of simple geometric constructions including curve offsetting, rotations and intersection…

cs.LG20251 cited

MechaFormer: Sequence Learning for Kinematic Mechanism Design Automation

Diana Bolanos, Mohammadmehdi Ataei, Pradeep Kumar Jayaraman

Designing mechanical mechanisms to trace specific paths is a classic yet notoriously difficult engineering problem, characterized by a vast and complex search space of discrete top…

cs.LG2025

Aligning Constraint Generation with Design Intent in Parametric CAD

Evan Casey, Tianyu Zhang, Shu Ishida +6

We adapt alignment techniques from reasoning LLMs to the task of generating engineering sketch constraints found in computer-aided design (CAD) models. Engineering sketches consist…

cs.LG2025

e-SimFT: Alignment of Generative Models with Simulation Feedback for Pareto-Front Design Exploration

Hyunmin Cheong, Mohammadmehdi Ataei, Amir Hosein Khasahmadi +1

Deep generative models have recently shown success in solving complex engineering design problems where models predict solutions that address the design requirements specified as i…

cs.LG20211 cited

Engineering Sketch Generation for Computer-Aided Design

Karl D. D. Willis, Pradeep Kumar Jayaraman, Joseph G. Lambourne +2

Engineering sketches form the 2D basis of parametric Computer-Aided Design (CAD), the foremost modeling paradigm for manufactured objects. In this paper we tackle the problem of le…

cs.LG2021

BRepNet: A topological message passing system for solid models

Joseph G. Lambourne, Karl D. D. Willis, Pradeep Kumar Jayaraman +3

Boundary representation (B-rep) models are the standard way 3D shapes are described in Computer-Aided Design (CAD) applications. They combine lightweight parametric curves and surf…