| Diffusion Models Beat GANs on Topology Optimization | Aug 20, 2022 | Design Synthesis | CodeCode Available | 1 |
| PcDGAN: A Continuous Conditional Diverse Generative Adversarial Network For Inverse Design | Jun 7, 2021 | Design SynthesisDiversity | CodeCode Available | 1 |
| BIKED: A Dataset for Computational Bicycle Design with Machine Learning Benchmarks | Mar 10, 2021 | BIG-bench Machine LearningDesign Synthesis | CodeCode Available | 1 |
| CreativeGAN: Editing Generative Adversarial Networks for Creative Design Synthesis | Mar 10, 2021 | Design SynthesisNovelty Detection | CodeCode Available | 1 |
| PaDGAN: A Generative Adversarial Network for Performance Augmented Diverse Designs | Feb 26, 2020 | Design SynthesisDiversity | CodeCode Available | 1 |
| Symbolic Reduction for Formal Synthesis of Global Lyapunov Functions | Jun 22, 2025 | Design Synthesisvalid | —Unverified | 0 |
| Parametric-ControlNet: Multimodal Control in Foundation Models for Precise Engineering Design Synthesis | Dec 6, 2024 | Design Synthesis | —Unverified | 0 |
| MaskPLAN: Masked Generative Layout Planning from Partial Input | Jan 1, 2024 | AttributeDesign Synthesis | —Unverified | 0 |
| Modeling Dislocation Dynamics Data Using Semantic Web Technologies | Sep 13, 2023 | Design Synthesis | —Unverified | 0 |
| Physics-guided training of GAN to improve accuracy in airfoil design synthesis | Aug 19, 2023 | Design Synthesis | —Unverified | 0 |
| Multi-modal Machine Learning in Engineering Design: A Review and Future Directions | Feb 14, 2023 | Cross-Modal Information RetrievalDesign Synthesis | —Unverified | 0 |
| Unsupervised Learning of Sampling Distributions for Particle Filters | Feb 2, 2023 | Design Synthesis | —Unverified | 0 |
| LEAPER: Fast and Accurate FPGA-based System Performance Prediction via Transfer Learning | Aug 22, 2022 | Design SynthesisTransfer Learning | —Unverified | 0 |
| Towards Goal, Feasibility, and Diversity-Oriented Deep Generative Models in Design | Jun 14, 2022 | Design SynthesisDiversity | —Unverified | 0 |
| CAD Based Design Optimization of Four-bar Mechanisms: a coronaventilator case study | Jan 5, 2022 | Design Synthesis | —Unverified | 0 |
| Deep Generative Models in Engineering Design: A Review | Oct 21, 2021 | Deep Reinforcement LearningDesign Synthesis | —Unverified | 0 |
| Conditional Cross-Design Synthesis Estimators for Generalizability in Medicaid | Sep 27, 2021 | Causal InferenceDesign Synthesis | CodeCode Available | 0 |
| Functional Nanomaterials Design in the Workflow of Building Machine-Learning Models | Aug 16, 2021 | BIG-bench Machine LearningDesign Synthesis | —Unverified | 0 |
| Range-GAN: Range-Constrained Generative Adversarial Network for Conditioned Design Synthesis | Mar 10, 2021 | 3D Shape GenerationAttribute | CodeCode Available | 0 |
| Predictive Synthesis of Quantum Materials by Probabilistic Reinforcement Learning | Sep 14, 2020 | Design Synthesisreinforcement-learning | —Unverified | 0 |
| MO-PaDGAN: Generating Diverse Designs with Multivariate Performance Enhancement | Jul 7, 2020 | Design SynthesisDiversity | —Unverified | 0 |
| A deep-learning view of chemical space designed to facilitate drug discovery | Feb 7, 2020 | Design SynthesisDrug Discovery | —Unverified | 0 |