Nicholas C. Jacobson

18 papers A* 1Journal 15Unranked 2
YearRankTypeTitle / Venue / Authors
2026 J jnl
Learning Transferable Sensor Models via Language-Informed Pretraining.
CoRR
Yuliang Chen, Arvind Pillai, Yu Yvonne Wu, Tess Z. Griffin, Lisa A. Marsch, Michael V. Heinz, Nicholas C. Jacobson, Andrew T. Campbell
2025 — conf
Beyond Prompting: Time2Lang - Bridging Time-Series Foundation Models and Large Language Models for Health Sensing.
CHIL
Arvind Pillai, Dimitris Spathis, Subigya Nepal, Amanda C. Collins, Daniel M. Mackin, Michael V. Heinz, Tess Z. Griffin, Nicholas C. Jacobson, Andrew Campbell
2025 J jnl
Beyond Prompting: Time2Lang - Bridging Time-Series Foundation Models and Large Language Models for Health Sensing.
CoRR
Arvind Pillai, Dimitris Spathis, Subigya Nepal, Amanda C. Collins, Daniel M. Mackin, Michael V. Heinz, Tess Z. Griffin, Nicholas C. Jacobson, Andrew Campbell
2025 J jnl
Datasets of Smartphone Modalities for Depression Assessment: A Scoping Review.
IEEE Trans. Affect. Comput.
M. L. Tlachac, Michael V. Heinz, Anastasia C. Bryan, Arielle LaPreay, Geri L. Dimas, Tingting Zhao, Nicholas C. Jacobson, Samuel S. Ogden
2025 J jnl
LENS: LLM-Enabled Narrative Synthesis for Mental Health by Aligning Multimodal Sensing with Language Models.
CoRR
Wenxuan Xu, Arvind Pillai, Subigya Nepal, Amanda C. Collins, Daniel M. Mackin, Michael V. Heinz, Tess Z. Griffin, Nicholas C. Jacobson, Andrew T. Campbell
2025 J jnl
MotionTeller: Multi-modal Integration of Wearable Time-Series with LLMs for Health and Behavioral Understanding.
CoRR
Aiwei Zhang, Arvind Pillai, Andrew T. Campbell, Nicholas C. Jacobson
2024 J jnl
Beyond Detection: Towards Actionable Sensing Research in Clinical Mental Healthcare.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.
Daniel A. Adler, Yuewen Yang, Thalia Viranda, Xuhai Xu, David C. Mohr, Anna R. Van Meter, Julia C. Tartaglia, Nicholas C. Jacobson, Fei Wang, Deborah Estrin, Tanzeem Choudhury
2024 — conf
Contextual AI Journaling: Integrating LLM and Time Series Behavioral Sensing Technology to Promote Self-Reflection and Well-being using the MindScape App.
CHI Extended Abstracts
Subigya Nepal, Arvind Pillai, William Campbell, Talie Massachi, Eunsol Soul Choi, Xuhai Xu, Joanna Kuc, Jeremy F. Huckins, Jason Holden, Colin A. Depp, Nicholas C. Jacobson, Mary P. Czerwinski, Eric L. Granholm, Andrew T. Campbell
2024 J jnl
Contextual AI Journaling: Integrating LLM and Time Series Behavioral Sensing Technology to Promote Self-Reflection and Well-being using the MindScape App.
CoRR
Subigya Nepal, Arvind Pillai, William Campbell, Talie Massachi, Eunsol Soul Choi, Xuhai Orson Xu, Joanna Kuc, Jeremy F. Huckins, Jason Holden, Colin A. Depp, Nicholas C. Jacobson, Mary Czerwinski, Eric L. Granholm, Andrew T. Campbell
2024 J jnl
Is Attention All You Need For Actigraphy? Foundation Models of Wearable Accelerometer Data for Mental Health Research.
CoRR
Franklin Y. Ruan, Aiwei Zhang, Jenny Y. Oh, SouYoung Jin, Nicholas C. Jacobson
2024 J jnl
MindScape Study: Integrating LLM and Behavioral Sensing for Personalized AI-Driven Journaling Experiences.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.
Subigya Nepal, Arvind Pillai, William Campbell, Talie Massachi, Michael V. Heinz, Ashmita Kunwar, Eunsol Soul Choi, Xuhai Xu, Joanna Kuc, Jeremy F. Huckins, Jason Holden, Sarah M. Preum, Colin Depp, Nicholas C. Jacobson, Mary P. Czerwinski, Eric L. Granholm, Andrew T. Campbell
2024 J jnl
MoodCapture: Depression Detection Using In-the-Wild Smartphone Images.
CoRR
Subigya Nepal, Arvind Pillai, Weichen Wang, Tess Griffin, Amanda C. Collins, Michael V. Heinz, Damien Lekkas, Shayan Mirjafari, Matthew Nemesure, George D. Price, Nicholas C. Jacobson, Andrew T. Campbell
2024 A* conf
MoodCapture: Depression Detection using In-the-Wild Smartphone Images.
CHI
Subigya Nepal, Arvind Pillai, Weichen Wang, Tess Griffin, Amanda C. Collins, Michael V. Heinz, Damien Lekkas, Shayan Mirjafari, Matthew Nemesure, George D. Price, Nicholas C. Jacobson, Andrew T. Campbell
2024 J jnl
The trajectories of online mental health information seeking: Modeling search behavior before and after completion of self-report screens.
Comput. Hum. Behav.
Damien Lekkas, Elad Yom-Tov, Michael V. Heinz, Joseph A. Gyorda, Theresa Nguyen, Paul J. Barr, Nicholas C. Jacobson
2023 J jnl
Investigating Generalizability of Speech-based Suicidal Ideation Detection Using Mobile Phones.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.
Arvind Pillai, Subigya Kumar Nepal, Weichen Wang, Matthew Nemesure, Michael V. Heinz, George D. Price, Damien Lekkas, Amanda C. Collins, Tess Griffin, Benjamin Buck, Sarah Masud Preum, Trevor Cohen, Nicholas C. Jacobson, Dror Ben-Zeev, Andrew T. Campbell
2022 J jnl
Using smartphone app use and lagged-ensemble machine learning for the prediction of work fatigue and boredom.
Comput. Hum. Behav.
Damien Lekkas, George D. Price, Nicholas C. Jacobson
2020 J jnl
Passive Sensing of Prediction of Moment-To-Moment Depressed Mood among Undergraduates with Clinical Levels of Depression Sample Using Smartphones.
Sensors
Nicholas C. Jacobson, Yeon Joo Chung
2019 J jnl
Digital biomarkers of mood disorders and symptom change.
npj Digit. Medicine
Nicholas C. Jacobson, Hilary Weingarden, Sabine Wilhelm