Pradeep Kumar Jayaraman
Senior Manager, Research Science
Americas
Biography
Pradeep Kumar Jayaraman is a Senior Manager, Research Science, with the Simulation, Optimization and Systems group at Autodesk Research, Toronto, Canada. His current research interests are in shape optimization, generative modeling, and applications of machine learning in computer-aided design. Prior to joining Autodesk Research in 2019, Pradeep was a Postdoctoral Research Fellow at the Multimedia and Interactive Computing Lab, Nanyang Technological University, Singapore. He received his Ph.D. in Computer Science and Engineering, also from Nanyang Technological University in 2017, and B.Tech. in Information Technology from Anna University, India, in 2009.
Publications (17)
2024
CadVLM: Bridging Language and Vision in the Generation of Parametric CAD SketchesWe harness the capabilities of pre-trained foundation models to…
2024
Optimal design of frame structures with mixed categorical and continuous design variables using the Gumbel–Softmax methodNew gradient-based optimizer for handling budget and material…
2024
HG-CAD: Hierarchical Graph Learning for Material Prediction and Recommendation in Computer-Aided DesignThis work presents a new Machine Learning architecture to support…
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