Sirisha Rambhatla
Scholar

Sirisha Rambhatla

Google Scholar ID: EOSZeBMAAAAJ
Assistant Professor at the University of Waterloo
Machine LearningStatistical Signal ProcessingOptimizationAI for Healthcare
Citations & Impact
All-time
Citations
948
 
H-index
12
 
i10-index
14
 
Publications
20
 
Co-authors
18
list available
Resume (English only)
Academic Achievements
  • Paper 'NOODL: Provable Online Dictionary Learning and Sparse Coding' published at ICLR 2019; received ICLR Travel Award
  • Paper 'Why do Variational Autoencoders Really Promote Disentanglement?' accepted at ICML 2024
  • Paper 'Are all classes created equal? Domain Generalization for Domain-Linked Classes' accepted at DistShift Workshop, NeurIPS 2023
  • Work on embeddings-based long-term delay forecasting to appear in Transportation Research Record
  • Presenting posters at NeurIPS 2024 and associated workshops (AFM, OPT, Compression, CCAI, M3L)
Background
  • Assistant Professor in the Department of Management Science and Engineering at the University of Waterloo
  • Director of the Critical ML Lab
  • Cross-appointed in Systems Design Engineering and the David R. Cheriton School of Computer Science
  • Holds the Val O’Donovan Endowed Chair in Efficient, Safe, and Adaptive AI in the Faculty of Engineering
  • Affiliated with Waterloo.AI, the Future Cities Institute (founded by CAIVAN), WISA, and the Cybersecurity and Privacy Institute (CPI)
  • Research interests: Statistical Machine Learning, Sparse Signal Processing, Spatiotemporal Data Analysis, AI for Surgery and Healthcare, Interpretability of Deep Learning Models, Intelligent Automation and Manufacturing, Computer Vision