Stultz, Collin

7 publications

MLHC 2024 Event-Based Contrastive Learning for Medical Time Series Nassim Oufattole, Hyewon Jeong, Matthew B.A. McDermott, Aparna Balagopalan, Bryan Jangeesingh, Marzyeh Ghassemi, Collin Stultz

NeurIPSW 2024 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

NeurIPSW 2023 Event-Based Contrastive Learning for Medical Time Series Hyewon Jeong, Nassim Oufattole, Aparna Balagopalan, Matthew B.A. McDermott, Payal Chandak, Marzyeh Ghassemi, Collin Stultz

ICML 2023 Sequential Multi-Dimensional Self-Supervised Learning for Clinical Time Series Aniruddh Raghu, Payal Chandak, Ridwan Alam, John Guttag, Collin Stultz

NeurIPSW 2022 Contrastive Pre-Training for Multimodal Medical Time Series Aniruddh Raghu, Payal Chandak, Ridwan Alam, John Guttag, Collin Stultz

NeurIPSW 2022 Unsupervised Deep Metric Learning for the Inference of Hemodynamic Value with Electrocardiogram Signals Hyewon Jeong, Marzyeh Ghassemi, Collin Stultz

MLHC 2016 Transferring Knowledge from Text to Predict Disease Onset Yun Liu, Collin Stultz, John Guttag, Kun-Ta Chuang, Kun-Ta Chuang, Fu-Wen Liang, Huey-Jen Su