Lyle Regenwetter

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 12

Top Topics

Engineering Design

Generative Model

Maximum Entropy Principle

Top Venues

Comput. Aided Des.

Publications

Lyle Regenwetter, Yazan Abu Obaideh, Amin Heyrani Nobari, Faez Ahmed
BIKED++: A Multimodal Dataset of 1.4 Million Bicycle Image and Parametric CAD Designs. CoRR (2024)
Amin Heyrani Nobari, Giorgio Giannone, Lyle Regenwetter, Faez Ahmed
NITO: Neural Implicit Fields for Resolution-free Topology Optimization. CoRR (2024)
Lyle Regenwetter, Yazan Abu Obaideh, Faez Ahmed
Counterfactuals for Design: A Model-Agnostic Method For Design Recommendations. CoRR (2023)
Lyle Regenwetter, Akash Srivastava, Dan Gutfreund, Faez Ahmed
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design. Comput. Aided Des. 165 (2023)
Lyle Regenwetter, Akash Srivastava, Dan Gutfreund, Faez Ahmed
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design. CoRR (2023)
Giorgio Giannone, Lyle Regenwetter, Akash Srivastava, Dan Gutfreund, Faez Ahmed
Learning from Invalid Data: On Constraint Satisfaction in Generative Models. CoRR (2023)
Lyle Regenwetter, Colin Weaver, Faez Ahmed
FRAMED: An AutoML Approach for Structural Performance Prediction of Bicycle Frames. Comput. Aided Des. 156 (2023)
Lyle Regenwetter, Colin Weaver, Faez Ahmed
FRAMED: Data-Driven Structural Performance Analysis of Community-Designed Bicycle Frames. CoRR (2022)
Lyle Regenwetter, Faez Ahmed
Design Target Achievement Index: A Differentiable Metric to Enhance Deep Generative Models in Multi-Objective Inverse Design. CoRR (2022)
Lyle Regenwetter, Faez Ahmed
Towards Goal, Feasibility, and Diversity-Oriented Deep Generative Models in Design. CoRR (2022)
Lyle Regenwetter, Amin Heyrani Nobari, Faez Ahmed
Deep Generative Models in Engineering Design: A Review. CoRR (2021)
Lyle Regenwetter, Brent Curry, Faez Ahmed
BIKED: A Dataset and Machine Learning Benchmarks for Data-Driven Bicycle Design. CoRR (2021)