Scholar
Soumya Ghosh
Google Scholar ID: GEYQenQAAAAJ
MIT-IBM Watson AI Lab, IBM Research
Statistical Machine Learning
Bayesian modeling
ML for Healthcare
Computer Vision
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Citations & Impact
All-time
Citations
2,626
H-index
23
i10-index
37
Publications
20
Co-authors
8
list available
Contact
Email
soumyatghosh@gmail.com
CV
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Publications
6 items
STRAND: Sequence-Conditioned Transport for Single-Cell Perturbations
2026
Cited
0
TEDDY: A Family Of Foundation Models For Understanding Single Cell Biology
2025
Cited
0
Final-Model-Only Data Attribution with a Unifying View of Gradient-Based Methods
arXiv.org · 2024
Cited
2
When in Doubt, Cascade: Towards Building Efficient and Capable Guardrails
arXiv.org · 2024
Cited
1
Large Language Model Confidence Estimation via Black-Box Access
arXiv.org · 2024
Cited
3
Multi-Level Explanations for Generative Language Models
arXiv.org · 2024
Cited
8
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
Co-authors
8 total
Mikhail Yurochkin
Staff AI Scientist, IFM MBZUAI, ex MIT-IBM Watson AI Lab
Trong Nghia Hoang
Assistant Professor, Washington State University
Finale Doshi-Velez
Professor, Harvard
Mayank Agarwal
Senior Research Engineer, IBM Research
Erik B. Sudderth
Professor of Computer Science, UC Irvine
David Blei
Professor of Statistics and Computer Science, Columbia University
Michael J. Black
Max Planck Institute for Intelligent Systems
Leonid Sigal
Professor, University of British Columbia
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