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Lyle Regenwetter

PhD student, Massachusetts Institute of Technology

  • Joined May 2023

Names

Lyle Regenwetter (Preferred)
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Emails

****@mit.edu (Confirmed)
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Career & Education History

PhD student
Massachusetts Institute of Technology (mit.edu)
2020 – 2025
 
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Advisors, Relations & Conflicts

PhD Advisor
Faez Ahmed
2020 – 2025
 
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Expertise

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Publications

  • Optimize Any Topology: A Foundation Model for Shape- and Resolution-Free Structural Topology Optimization

    Amin Heyrani Nobari, Lyle Regenwetter, Cyril Picard, Ligong Han, Faez Ahmed
    • NeurIPS 2025 poster
    • Readers: Everyone
  • BikeBench: A Bicycle Design Benchmark for Generative Models with Objectives and Constraints

    Lyle Regenwetter, Yazan Abu Obaideh, Fabien M. C. Chiotti, Ioanna Lykourentzou, Faez Ahmed
    • NeurIPS 2025 Datasets and Benchmarks Track poster
    • Readers: Everyone
  • NITO: Neural Implicit Fields for Resolution-free and Domain-Adaptable Topology Optimization

    Amin Heyrani Nobari, Lyle Regenwetter, Giorgio Giannone, Faez Ahmed
    • Accepted by TMLR
    • Readers: Everyone
  • Constraining Generative Models for Engineering Design with Negative Data

    Lyle Regenwetter, Giorgio Giannone, Akash Srivastava, Dan Gutfreund, Faez Ahmed
    • Accepted by TMLR
    • Readers: Everyone

Co-Authors

  • Akash Srivastava
  • Amin Heyrani Nobari
  • Cyril Picard
  • Dan Gutfreund
  • Fabien M. C. Chiotti
  • Faez Ahmed
  • Giorgio Giannone
  • Ioanna Lykourentzou
  • Ligong Han
  • Yazan Abu Obaideh
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