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Ph.D. Computer Systems Engineering

Rensselaer Polytechnic Institute

• Thesis Knowledge-augmented Deep Learning and its Applications
• Advisor Dr. Qiang Ji

M.S. Applied Mathematics

Rensselaer Polytechnic Institute

M.S. Electrical Engineering and Computer Engineering

Brown University

• Master thesis Multi-Frame Enrichment of Motion Segmentation
• Advisor Dr. Benjamin Kimia

B.S. Modern Physics

University of Science and Technology of China

• Bachelor thesis Analyze of Electron Diffraction and its Application
• Advisor Dr. Linfan Zhu

Postdoctoral Research Fellow

University of Southern California

• Developing sophisticated algorithms for physics-informed deep learning using causal models and physical information.
• Exploring their applications in time-series forecasting, urban transportation, and health applications.

Research Assistant

Rensselaer Polytechnic Institute

• Developed advanced knowledge-augmented deep learning algorithms with diverse types of domain knowledge such as biomechanics and mathematical theorems, and explored their applications in computer vision tasks.
• Developed efficient and accurate learning and inference algorithms on probabilistic graphical models and explored their applications in computer vision tasks.

Visiting Research Scholar

IBM Thomas J.Watson Research Center

• Developed an effective knowledge-augmented deep learning algorithm for the knowledge graph completion task

Project Member

Data-Driven Discovery of Models, Defense Advanced Research Projects Agency

• Developed robust structure learning algorithms through Bayesian approaches under insufficient data.
• Contributed and maintained primitives in the D3M AutoML Ecosystem.

• Allen B. Dumont Prize from Rensselaer Polytechnic Institute

• UAI Scholarship

• Rensselaer-IBM Artificial Intelligence Research Collaboration Scholarship