Collin Stultz

Full Professor, Massachusetts Institute of Technology

Joined

July 2019

Names

Collin Stultz

Emails

****@mit.edu (Confirmed)

Personal Links

Career & Education History

Full Professor

Massachusetts Institute of Technology (mit.edu)

2004 – Present

Advisors, Relations & Conflicts

No relations added

Expertise

deep learning

Present

Publications

PHAROS+: Non-invasive Longitudinal Monitoring of Pulmonary Hypertension with Unimodal and Multimodal Learning
Tiffany Yau, Collin Stultz
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
MEDS-torch: An ML Pipeline for Inductive Experiments for EHR Medical Foundation Models
Nassim Oufattole, Teya Bergamaschi, Pawel Renc, Aleksia Kolo, Matthew B.A. McDermott, Collin Stultz
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Event-Based Contrastive Learning for Medical Time Series
Hyewon Jeong, Nassim Oufattole, Aparna Balagopalan, Matthew B.A. McDermott, Payal Chandak, Marzyeh Ghassemi, Collin Stultz
- UniReps Poster
- Readers: Everyone
Sequential Multi-Dimensional Self-Supervised Learning for Clinical Time Series
Aniruddh Raghu, Payal Chandak, Ridwan Alam, John Guttag, Collin Stultz
- ICML 2023 Poster
- Readers: Everyone
Unsupervised Deep Metric Learning for the inference of hemodynamic value with Electrocardiogram signals
Hyewon Jeong, Marzyeh Ghassemi, Collin Stultz
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Spotlight
- Readers: Everyone
Contrastive Pre-Training for Multimodal Medical Time Series
Aniruddh Raghu, Payal Chandak, Ridwan Alam, John Guttag, Collin Stultz
- Published: 02 Dec 2022, Last Modified: 05 May 2023
- TS4H Spotlight
- Readers: Everyone
Deep Learning for Cardiovascular Risk Stratification
Daphne Schlesinger, Collin Stultz
- 30 Aug 2022
- OpenReview Archive Direct Upload
- Readers: Everyone
A Deep Learning Model for Inferring Elevated Pulmonary Capillary Wedge Pressures From the 12-Lead Electrocardiogram
Daphne Schlesinger, Nathaniel Diamant, Aniruddh Raghu, Erik Reinertsen, Katherine Young, Puneet Batra, Eugene Pomerantsev, Collin Stultz
- 30 Aug 2022
- OpenReview Archive Direct Upload
- Readers: Everyone

Co-Authors