Resume
Academic Achievements
- Paper on PDE-based explanation of the Edge of Stability in deep network training accepted to Journal of Machine Learning Research (JMLR)
- Work on instabilities in training 3D neural models from a PDE perspective accepted to NeurIPS 2023 with code released
- ArXiv technical report on translation invariance in CNNs
- Minimum delay CNN-based object detection accepted to ICCV 2019 with code available
- Discrete analysis of Accelerated PDEs accepted to JMIV 2019
- Accelerated PDEs on Manifolds accepted to NeurIPS 2018
- Learning Shape-Tailored Descriptors accepted to CVPR 2018
- Minimal Surfaces with Topology accepted to TPAMI (2018)
- Layered Motion Models accepted to ECCV 2018
- Served as Area Chair for CVPR 2018
- Advised PhD students Naeemullah Khan (on learning and geometry) and Marei Algarni (on computational topology for 3D segmentation)
- Awarded IARPA WRIVA contract as PI
- Awarded ARPA-E GOPHURRS contract as Co-I