| Modeling polypharmacy side effects with graph convolutional networks M Zitnik, M Agrawal, J Leskovec Bioinformatics 34 (13), i457-i466, 2018 | 1699 | 2018 |
| Large language models are few-shot clinical information extractors M Agrawal, S Hegselmann, H Lang, Y Kim, D Sontag Proceedings of the 2022 Conference on Empirical Methods in Natural Language …, 2022 | 613 | 2022 |
| TabLLM: few-shot classification of tabular data with large language models S Hegselmann, A Buendia, H Lang, M Agrawal, X Jiang, D Sontag International Conference on Artificial Intelligence and Statistics, 5549-5581, 2023 | 541 | 2023 |
| Model-assisted cohort selection with bias analysis for generating large-scale cohorts from the EHR for oncology research B Birnbaum, N Nussbaum, K Seidl-Rathkopf, M Agrawal, M Estevez, ... arXiv preprint arXiv:2001.09765, 2020 | 311 | 2020 |
| Large-scale analysis of disease pathways in the human interactome M Agrawal, M Zitnik, J Leskovec Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing 23, 111, 2018 | 162 | 2018 |
| Assessing the Impact of Automated Suggestions on Decision Making: Domain Experts Mediate Model Errors but Take Less Initiative A Levy, M Agrawal, A Satyanarayan, D Sontag Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems …, 2021 | 118 | 2021 |
| Systems and methods for model-assisted cohort selection BE Birnbaum, JD Haimson, LDK He, KN Seidl-Rathkopf, MN Agrawal, ... US Patent 10,304,000, 2019 | 81 | 2019 |
| Robustly Extracting Medical Knowledge from EHRs: A Case Study of Learning a Health Knowledge Graph IY Chen, M Agrawal, S Horng, D Sontag Pac Symp Biocomput, 19-30, 2020 | 72 | 2020 |
| Co-training improves prompt-based learning for large language models H Lang, MN Agrawal, Y Kim, D Sontag International Conference on Machine Learning, 11985-12003, 2022 | 70 | 2022 |
| PClean: Bayesian Data Cleaning at Scale with Domain-Specific Probabilistic Programming A Lew, M Agrawal, D Sontag, V Mansinghka International Conference on Artificial Intelligence and Statistics, 1927-1935, 2021 | 43 | 2021 |
| MedKnowts: Unified Documentation and Information Retrieval for Electronic Health Records L Murray, D Gopinath, M Agrawal, S Horng, D Sontag, DR Karger The 34th Annual ACM Symposium on User Interface Software and Technology …, 2021 | 37 | 2021 |
| Fast, Structured Clinical Documentation via Contextual Autocomplete D Gopinath, M Agrawal, L Murray, S Horng, D Karger, D Sontag Machine Learning for Healthcare Conference, 842-870, 2020 | 30 | 2020 |
| Using large language models to promote health equity E Pierson, D Shanmugam, R Movva, J Kleinberg, M Agrawal, M Dredze, ... NEJM AI 2 (2), AIp2400889, 2025 | 25* | 2025 |
| A Data-Centric Approach To Generate Faithful and High Quality Patient Summaries with Large Language Models S Hegselmann, SZ Shen, F Gierse, M Agrawal, D Sontag, X Jiang arXiv preprint arXiv:2402.15422, 2024 | 22 | 2024 |
| Fabrication of healthy and disease-mimicking retinal phantoms with tapered foveal pits for optical coherence tomography GCF Lee, GT Smith, M Agrawal, T Leng, AK Ellerbee Journal of biomedical optics 20 (8), 085004, 2015 | 20 | 2015 |
| Impact of large language model assistance on patients reading clinical notes: A mixed-methods study N Mannhardt, E Bondi-Kelly, B Lam, H Mozannar, C O'Connell, M Asiedu, ... arXiv preprint arXiv:2401.09637, 2024 | 18 | 2024 |
| Single-shot speckle noise reduction by interleaved optical coherence tomography L Duan, HY Lee, G Lee, M Agrawal, GT Smith, AK Ellerbee Journal of biomedical optics 19 (12), 120501-120501, 2014 | 18 | 2014 |
| Leveraging Time Irreversibility with Order-Contrastive Pre-training MN Agrawal, H Lang, M Offin, L Gazit, D Sontag International Conference on Artificial Intelligence and Statistics, 2330-2353, 2022 | 16 | 2022 |
| Automated NLP Extraction of Clinical Rationale for Treatment Discontinuation in Breast Cancer MS Alkaitis, MN Agrawal, GJ Riely, P Razavi, D Sontag JCO Clinical Cancer Informatics 5, 550-560, 2021 | 15 | 2021 |
| Generative artificial intelligence in medicine D Shanmugam, M Agrawal, R Movva, IY Chen, M Ghassemi, M Jacobs, ... Annual Review of Biomedical Data Science 8, 2025 | 13* | 2025 |
David SontagProfessor, Massachusetts Institute of TechnologyVerified email at csail.mit.edu
