I am a Ph.D. student in Information Technology (Information Science and Technology) at the George Mason University, advised by Lei Yang and Weiwen Jiang. My primary research interests focus on edge machine learning, AI4Science at the edge, and efficient AI. I have authored over 10 papers in leading conferences and journals (Google scholar). I also collaborate with Youzuo Lin from University of North Carolina at Chapel Hill and Los Alamos National Lab closely.
I graduated from School of Information and Software Engineering, University of Electronic Science and Technology of China with a bachelor’s degree and a master’s degree, advised by Jinyu Zhan.
🔥 News
- 2024.09: We give the tutorial of Novel Toolkits toward AI for Science on Resource-Constrained Computing Systems at ESWEEK 2024
- 2024.07: 🎉🎉 Two papers are accepted by MICCAI 2024
- 2024.06: We give the tutorial of Deep Learning Techniques for Wave-Based Imaging at SIAM 2024
- 2024.02: 🎉🎉 One paper is accepted by DAC 2024
📝 Selected Publications
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EdGeo: A Physics-guided Generative AI Toolkit for Geophysical Monitoring on Edge Devices, Junhuan Yang, Hanchen Wang, Yi Sheng, Youzuo Lin and Lei Yang. DAC2024
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Enhanced AI for Science using Diffusion-based Generative AI-A Case Study on Ultrasound Computing Tomography, Junhuan Yang, Yi Sheng, Yuzhou Zhang, Hanchen Wang, Youzuo Lin, Lei Yang. GLSVLSI2024
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On-Device Unsupervised Image Segmentation, Junhuan Yang, Yi Sheng, Yuzhou Zhang, Weiwen Jiang, Lei Yang. DAC2023
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Hardware-aware Automated Architecture Search for Brain-inspired Hyperdimensional Computing, Junhuan Yang, Venkat Kalyan Reddy Yasa, Yi Sheng, Dayane Reis, Xun Jiao, Weiwen Jiang, Lei Yang. ISVLSI2022
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Automated Architecture Search for Brain-inspired Hyperdimensional Computing Junhuan Yang, Yi Sheng, Sizhe Zhang, Ruixuan Wang, Kenneth Foreman, Mikell Paige, Xun Jiao, Weiwen Jiang, Lei Yang. AutoML2022
🎖 Honors and Awards
- 2024.06 DAC Young Fellow
- 2023.07 DAC Young Fellow
- 2018.06 Outstanding master’s thesis
- 2017.10 National Scholarship
- 2017.10 Graduate Student First-Class Scholarship
- 2017.10 Outstanding Graduate Student
- 2016.10 National Scholarship
- 2016.10 Graduate Student First-Class Scholarship
- 2016.10 Outstanding Graduate Student
📖 Educations
- 2022.08 - now, George Mason University
- 2021.09 - 2022.07, The University of New Mexico
- 2015.09 - 2018.06, University of Electronic Science and Technology of China
- 2011.09 - 2015.06, University of Electronic Science and Technology of China
💬 Invited Talks
- 2024.09: Gave the tutorial of Novel Toolkits toward AI for Science on Resource-Constrained Computing Systems at ESWEEK 2024
- 2024.06, Gave the tutorial of Deep Learning Techniques for Wave-Based Imaging at SIAM 2024
💻 Internships
- 2023.05 - 2023.08, Los Alamos National Lab, U.S.