Pradeep Kumar Jayaraman
Sr. Principal Research Scientist
Americas
Biography
Pradeep Kumar Jayaraman is a Sr. Principal Research Scientist 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 (12)
2024
Optimal design of frame structures with mixed categorical and continuous design variables using the Gumbel–Softmax method
New gradient-based optimizer for handling budget and material…
2024
SolidGen: An Autoregressive Model for Direct B-rep Synthesis
A generative model that can synthesize 3D CAD models in the boundary…
2022
SkexGen: Autoregressive Generation of CAD Construction Sequences with Disentangled Codebooks
We present SkexGen, a novel autoregressive generative model for…
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