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Lyle Regenwetter
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2020 – today
- 2024
- [i11]Amin Heyrani Nobari, Giorgio Giannone, Lyle Regenwetter, Faez Ahmed:
NITO: Neural Implicit Fields for Resolution-free Topology Optimization. CoRR abs/2402.05073 (2024) - [i10]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 abs/2402.05301 (2024) - [i9]Cyril Picard, Lyle Regenwetter, Amin Heyrani Nobari, Akash Srivastava, Faez Ahmed:
Generative Optimization: A Perspective on AI-Enhanced Problem Solving in Engineering. CoRR abs/2412.13281 (2024) - 2023
- [j2]Lyle Regenwetter
, Colin Weaver
, Faez Ahmed:
FRAMED: An AutoML Approach for Structural Performance Prediction of Bicycle Frames. Comput. Aided Des. 156: 103446 (2023) - [j1]Lyle Regenwetter
, Akash Srivastava, Dan Gutfreund, Faez Ahmed:
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design. Comput. Aided Des. 165: 103609 (2023) - [i8]Lyle Regenwetter, Akash Srivastava, Dan Gutfreund, Faez Ahmed:
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design. CoRR abs/2302.02913 (2023) - [i7]Lyle Regenwetter, Yazan Abu Obaideh, Faez Ahmed:
Counterfactuals for Design: A Model-Agnostic Method For Design Recommendations. CoRR abs/2305.11308 (2023) - [i6]Giorgio Giannone, Lyle Regenwetter, Akash Srivastava, Dan Gutfreund, Faez Ahmed:
Learning from Invalid Data: On Constraint Satisfaction in Generative Models. CoRR abs/2306.15166 (2023) - 2022
- [i5]Lyle Regenwetter, Colin Weaver, Faez Ahmed:
FRAMED: Data-Driven Structural Performance Analysis of Community-Designed Bicycle Frames. CoRR abs/2201.10459 (2022) - [i4]Lyle Regenwetter, Faez Ahmed:
Design Target Achievement Index: A Differentiable Metric to Enhance Deep Generative Models in Multi-Objective Inverse Design. CoRR abs/2205.03005 (2022) - [i3]Lyle Regenwetter, Faez Ahmed:
Towards Goal, Feasibility, and Diversity-Oriented Deep Generative Models in Design. CoRR abs/2206.07170 (2022) - 2021
- [i2]Lyle Regenwetter
, Brent Curry, Faez Ahmed:
BIKED: A Dataset and Machine Learning Benchmarks for Data-Driven Bicycle Design. CoRR abs/2103.05844 (2021) - [i1]Lyle Regenwetter, Amin Heyrani Nobari, Faez Ahmed:
Deep Generative Models in Engineering Design: A Review. CoRR abs/2110.10863 (2021)
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