Roger Hsiao
Graduate Researcher
UC Berkeley
I am a 5th-year PhD student in the SLICE Lab at UC Berkeley, advised by professors Sophia Shao and James Demmel. Prior to my graduate studies, I earned my B.S. degree in computer engineering from the University of Michigan–Ann Arbor, where I worked with professor David Blaauw on a long-term research project on tracking monarch butterfly migration using millimeter-scale computers. For the past two summers, I have interned at NVIDIA on the robotics perception team.
Research
Much of my prior research experience lies in designing algorithms for robotics and computer vision applications on specialized computing systems, such as GPUs, FPGAs, or custom silicon chips. My current research focuses on efficient 3D/4D reconstruction using 3D Gaussian Splatting representations and transformer-based models.
Publications
-
3DGS2-TR: Scalable Second-Order Trust-Region Method for 3D Gaussian Splatting
ICML 2026 arXiv:2602.00395
-
IEEE JSSC, April 2026
-
VLSI, June 2025 Best Student Paper Finalist
-
SuperNoVA: Algorithm-Hardware Co-Design for Resource-Aware SLAM
ASPLOS, April 2025