Haoyu Yang  

 



  ![](/sites/default/files/person/haoyu_yang.jpg)

  

 I'm currently a Research Scientist at NVIDIA Research, where I actively conduct research on computational lithography and machine learning. Prior that, I was a postdoctoral fellow in the Department of Computer Science and Engineering, the Chinese University of Hong Kong. My research interests include (1) Machine Learning in VLSI Design for Manufacturability (2) High Performance VLSI Physical Design with Parallel Computing and (3) Machine Learning Security.

Check my [personal webpage](https://phdyang007.github.io/) for more details.



   Research Area(s)

[Algorithms and Numerical Methods](/index.php/research-area/algorithms)

[Artificial Intelligence and Machine Learning ](/index.php/research-area/machine-learning-artificial-intelligence)

[Circuits and VLSI Design](/index.php/research-area/circuits)

[Computer Vision](/index.php/research-area/computer-vision)

[High Performance Computing](/index.php/research-area/high-performance-computing)

 

 

  

 Main Field of Interest

[Circuits and VLSI Design](/index.php/research-area/circuits)

 

  

 Google Scholar

[https://scholar.google.com.hk/citations?user=aTJ0RJUAAAAJ&hl=en](https://scholar.google.com.hk/citations?user=aTJ0RJUAAAAJ&hl=en)

 

  

 

 

 



 ### Publications

 

### 2023 

[Physics-Informed Optical Kernel Regression Using Complex-valued Neural Fields](/index.php/publication/2023-07_physics-informed-optical-kernel-regression-using-complex-valued-neural-fields)

Guojin Chen, Zehua Pei, [Haoyu Yang](/index.php/person/haoyu-yang), Yuzhe Ma, Bei Yu, Martin Wong



[60th ACM/IEEE Design Automation Conference](https://arxiv.org/abs/2303.08435)









[Enabling Scalable AI Computational Lithography with Physics-Inspired Models](/index.php/publication/2023-02_enabling-scalable-ai-computational-lithography-physics-inspired-models)

[Haoyu Yang](/index.php/person/haoyu-yang), Mark Haoxing Ren



[2023 28th Asia and South Pacific Design Automation Conference (ASP-DAC)](https://ieeexplore.ieee.org/document/10044771)









### 2022 

[Efficient Arithmetic Block Identification with Graph Learning and Network-flow](/publication/2022-12_efficient-arithmetic-block-identification-graph-learning-and-network-flow)

Ziyi Wang, Zhuolun He, Chen Bai, [Haoyu Yang](/person/haoyu-yang), Bei Yu



[ IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems ](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9975800)









[An Adversarial Active Sampling-based Data Augmentation Framework for Manufacturable Chip Design](/publication/2022-12_adversarial-active-sampling-based-data-augmentation-framework-manufacturable)

[Mingjie Liu](/person/mingjie-liu), [Haoyu Yang](/person/haoyu-yang), Zongyi Li, Kumara Sastry, Saumyadip Mukhopadhyay, Selim Dogru, Anima Anandkumar, David Z. Pan, [Brucek Khailany](/person/brucek-khailany), Mark Haoxing Ren



[Workshop on ML for Systems at NeurIPS](http://mlforsystems.org/)









[Generic Lithography Modeling with Dual-band Optics-Inspired Neural Networks](/publication/2022-03_generic-lithography-modeling-dual-band-optics-inspired-neural-networks)

[Haoyu Yang](/person/haoyu-yang), Zongyi Li, Kumara Sastry, Saumyadip Mukhopadhyay, [Mark Kilgard](/person/mark-kilgard), Anima Anandkumar, [Brucek Khailany](/person/brucek-khailany), Vivek Singh, Mark Haoxing Ren



[2022 Design Automation Conference](https://www.dac.com)









[DeePattern: Layout Pattern Generation with Transforming Convolutional Auto-Encoder](/index.php/publication/2022-02_deepattern-layout-pattern-generation-transforming-convolutional-auto-encoder)

[Haoyu Yang](/index.php/person/haoyu-yang), Shuhe Li, Wen Chen, Piyush Pathak, Frank Gennari, Ya-Chieh Lai, Bei Yu



[IEEE Transactions on Semiconductor Manufacturing](https://ieeexplore.ieee.org/document/9665719)



Best Paper Award





### 2021 

[Graph Learning-Based Arithmetic Block Identification](/publication/2021-11_graph-learning-based-arithmetic-block-identification)

Zhuolun He, Ziyi Wang, Chen Bai, [Haoyu Yang](/person/haoyu-yang), Bei Yu



[ IEEE/ACM International Conference on Computer-Aided Design ](https://iccad.com/)