Soumya Ghosh
Scholar

Soumya Ghosh

Google Scholar ID: GEYQenQAAAAJ
MIT-IBM Watson AI Lab, IBM Research
Statistical Machine LearningBayesian modelingML for HealthcareComputer Vision
Citations & Impact
All-time
Citations
2,626
 
H-index
23
 
i10-index
37
 
Publications
20
 
Co-authors
8
list available
Resume (English only)
Academic Achievements
  • ICML 2024: Proposed a single forward-pass method to calibrate large language models without labeled data
  • NeurIPS 2022: Improved fairness of pre-trained classifiers by detecting and dropping unfairness-inducing training instances
  • AISTATS: Analyzed sensitivity of Gaussian Process predictions to kernel choice and proposed robustness checks
  • Developed a comprehensive toolbox for uncertainty quantification
  • NeurIPS: Introduced fast and accurate approximations to cross-validation and jackknife for spatiotemporal models
  • MLHC 2020: Built statistical models for Parkinson’s disease progression, covered by DigitalTrends, VentureBeat, and TechRepublic
  • Upcoming JMLR overview paper on learning Bayesian neural networks with Horseshoe priors