Regenwetter, Lyle

1. Deep Generative Models in Engineering Design: A Review
   2021/10/21 by Regenwetter, Lyle, Nobari, Amin Heyrani, Ahmed, Faez · 14 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
2. FRAMED: An AutoML Approach for Structural Performance Prediction of Bicycle Frames
   2022/01/25 by Lyle Regenwetter, Regenwetter, Lyle, C.M. Weaver +3 · 2 citations
   Computer Science · Engineering · #Databases (cs.DB) #FOS: Computer and information sciences #Infrastructure Maintenance and Monitoring #Machine Learning (cs.LG) #Machine Learning and Data Classification
3. Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design
   2023/02/06 by Regenwetter, Lyle, Srivastava, Akash, Gutfreund, Dan +1 · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. BIKED: A Dataset for Computational Bicycle Design with Machine Learning Benchmarks
   2021/03/10 by Regenwetter, Lyle, Curry, Brent, Ahmed, Faez · 1 citation
   #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. Constraining Generative Models for Engineering Design with Negative Data
   2023/06/27 by Lyle Regenwetter, Giorgio Giannone, Regenwetter, Lyle +7 · 1 citation
   Computer Science · Earth and Planetary Sciences · #3D Surveying and Cultural Heritage #Computational Engineering #FOS: Computer and information sciences #Finance #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #and Science (cs.CE)
6. MCD: A Model-Agnostic Counterfactual Search Method For Multi-modal Design Modifications
   2023/05/18 by Regenwetter, Lyle, Obaideh, Yazan Abu, Ahmed, Faez · 1 citation
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (stat.ML)
7. NITO: Neural Implicit Fields for Resolution-free Topology Optimization
   2024/02/07 by Amin Heyrani Nobari, Nobari, Amin Heyrani, Giorgio Giannone +5 · 1 citation
   Computer Science · Engineering · #Advanced Numerical Analysis Techniques #Computational Engineering #FOS: Computer and information sciences #Finance #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Topology Optimization in Engineering #and Science (cs.CE)
8. Generative Optimization: A Perspective on AI-Enhanced Problem Solving in Engineering
   2024/12/17 by Regenwetter, Lyle, Picard, Cyril, Nobari, Amin Heyrani +2 · 1 citation
   #Computational Engineering #FOS: Computer and information sciences #Finance #and Science (cs.CE)
9. BikeBench: A Bicycle Design Benchmark for Generative Models with Objectives and Constraints
   2025/05/25 by Regenwetter, Lyle, Obaideh, Yazan Abu, Chiotti, Fabien +2 · 1 citation
   #Artificial Intelligence (cs.AI) #Computational Engineering #FOS: Computer and information sciences #Finance #Machine Learning (cs.LG) #and Science (cs.CE)