Deep CHORES: Estimating Hallmark Measures of Physical Activity Using Deep Learning. - Mamoun T. Mardini; Subhash Nerella; Amal A. Wanigatunga; Santiago Saldana; Ramon Casanova; Todd M. Manini (AMIA, 2020)

Facial Action Unit Detection on ICU Data for Pain Assessment. - Subhash Nerella; Azra Bihorac; Patrick James Tighe; Parisa Rashidi (CoRR, 2020)

Pain Action Unit Detection in Critically Ill Patients. - Subhash Nerella; Julie Cupka; Matthew Ruppert; Patrick James Tighe; Azra Bihorac; Parisa Rashidi (COMPSAC, 2021)

Automatic Ultrasound Image Segmentation of Supraclavicular Nerve Using Dilated U-Net Deep Learning Architecture. - Mizuki Miyatake; Subhash Nerella; David Simpson; Natalia Pawlowicz; Sarah Stern; Patrick James Tighe; Parisa Rashidi (CoRR, 2022)

End-to-End Machine Learning Framework for Facial AU Detection in Intensive Care Units. - Subhash Nerella; Kia Khezeli; Andrea Davidson; Patrick James Tighe; Azra Bihorac; Parisa Rashidi (CoRR, 2022)

AI-Enhanced Intensive Care Unit: Revolutionizing Patient Care with Pervasive Sensing. - Subhash Nerella; Ziyuan Guan; Scott Siegel; Jiaqing Zhang; Kia Khezeli; Azra Bihorac; Parisa Rashidi (CoRR, 2023)

Predicting risk of delirium from ambient noise and light information in the ICU. - Sabyasachi Bandyopadhyay; Ahna Cecil; Jessica Sena; Andrea Davidson; Ziyuan Guan; Subhash Nerella; Jiaqing Zhang; Kia Khezeli; Brooke Armfield; Azra Bihorac; Parisa Rashidi (CoRR, 2023)

Transformers in Healthcare: A Survey. - Subhash Nerella; Sabyasachi Bandyopadhyay; Jiaqing Zhang; Miguel Contreras; Scott Siegel; Aysegul Bumin; Brandon Silva; Jessica Sena; Benjamin Shickel; Azra Bihorac; Kia Khezeli; Parisa Rashidi (CoRR, 2023)

Detecting Visual Cues in the Intensive Care Unit and Association with Patient Clinical Status. - Subhash Nerella; Ziyuan Guan; Andrea Davidson; Yuanfang Ren; Tezcan Baslanti; Brooke Armfield; Patrick James Tighe; Azra Bihorac; Parisa Rashidi (CoRR, 2023)

Enhancing EHR Systems with data from wearables: An end-to-end Solution for monitoring post-Surgical Symptoms in older adults. - Heng Sun; Sai Manoj Jalam; Havish Kodali; Subhash Nerella; Ruben D. Zapata; Nicole Gravina; Jessica M. Ray; Erik C. Schmidt; Todd M. Manini; Parisa Rashidi (MobiCom, 2024)

Transformers and large language models in healthcare: A review. - Subhash Nerella; Sabyasachi Bandyopadhyay; Jiaqing Zhang; Miguel Contreras; Scott Siegel; Aysegul Bumin; Brandon Silva; Jessica Sena; Benjamin Shickel; Azra Bihorac; Kia Khezeli; Parisa Rashidi (Artif. Intell. Medicine, 2024)

Leveraging Computer Vision in the Intensive Care Unit (ICU) for Examining Visitation and Mobility. - Scott Siegel; Jiaqing Zhang; Sabyasachi Bandyopadhyay; Subhash Nerella; Brandon Silva; Tezcan Baslanti; Azra Bihorac; Parisa Rashidi (CoRR, 2024)

DeLLiriuM: A large language model for delirium prediction in the ICU using structured EHR. - Miguel Contreras; Sumit Kapoor; Jiaqing Zhang; Andrea Davidson; Yuanfang Ren; Ziyuan Guan; Tezcan Ozrazgat-Baslanti; Subhash Nerella; Azra Bihorac; Parisa Rashidi (CoRR, 2024)

Enhancing EHR Systems with data from wearables: An end-to-end Solution for monitoring post-Surgical Symptoms in older adults. - Heng Sun; Sai Manoj Jalam; Havish Kodali; Subhash Nerella; Ruben D. Zapata; Nicole Gravina; Jessica M. Ray; Erik C. Schmidt; Todd M. Manini; Rashidi Parisa (CoRR, 2024)

MANGO: Multimodal Acuity traNsformer for intelliGent ICU Outcomes. - Jiaqing Zhang; Miguel Contreras; Sabyasachi Bandyopadhyay; Andrea Davidson; Jessica Sena; Yuanfang Ren; Ziyuan Guan; Tezcan Ozrazgat-Baslanti; Tyler J. Loftus; Subhash Nerella; Azra Bihorac; Parisa Rashidi (CoRR, 2024)

MANDARIN: Mixture-of-Experts Framework for Dynamic Delirium and Coma Prediction in ICU Patients: Development and Validation of an Acute Brain Dysfunction Prediction Model. - Miguel Contreras; Jessica Sena; Andrea Davidson; Jiaqing Zhang; Tezcan Ozrazgat-Baslanti; Yuanfang Ren; Ziyuan Guan; Jeremy A. Balch; Tyler J. Loftus; Subhash Nerella; Azra Bihorac; Parisa Rashidi (CoRR, 2025)

MELON: Multimodal Mixture-of-Experts with Spectral-Temporal Fusion for Long-Term Mobility Estimation in Critical Care. - Jiaqing Zhang; Miguel Contreras; Jessica Sena; Andrea Davidson; Yuanfang Ren; Ziyuan Guan; Tezcan Ozrazgat-Baslanti; Tyler J. Loftus; Subhash Nerella; Azra Bihorac; Parisa Rashidi (CoRR, 2025)