MM
Mark Malhotra
cs.AIcs.CLcs.LGcs.HCq-bio.QMWearable Electronic DevicesBrain-Computer Interfacescardiovascular medicinecs.CVcs.DB
On Valency
published · living versionsW_33ypsx3u·v1 · currentpublished
Personalized health coaching via coachable health age and counterfactual wearable trajectories
with Simon A. Lee, Zeinab Esmaeilpour, Menglian Zhou, Marius Guerard +15
1 version
Preprints & journals
24 papers in the corpus · 2004–2026The anatomy of a personal health agent.42907512 · Heydari, A Ali, Gu, Ken, Srinivas, Vidya et al.2026 · 7 citationsNature. 2026;659(8139):197-207
Locating Hidden Failures Makes Long-Horizon Agents More Reliable2609.17930v1 · Salman Rahman, Yubin Kim, Mihir Parmar et al.2026 · 0 citationsarXiv
RubricsTree: Scalable and Evolving Open-Ended Evaluation of Personal Health Agents across Health Memory and Medical Skills2606.18203v1 · Weizhi Zhang, Zechen Li, Hamid Palangi et al.2026 · 0 citationsarXiv
GlucoFM: A Dual-Stream Foundation Model for Continuous Glucose Monitoring2605.30865v2 · Zechen Li, Keerthana Natarajan, Weizhi Zhang et al.2026 · 0 citationsarXiv
Towards a General Intelligence and Interface for Wearable Health Data2605.22759v3 · Girish Narayanswamy, Maxwell A. Xu, A. Ali Heydari et al.2026 · 0 citationsarXiv
WavesFM: Hierarchical Representation Learning for Longitudinal Wearable Sensor Waveforms2605.09173v1 · Peng Cao, Zhijian Yang, Tennison Liu et al.2026 · 0 citationsarXiv
SymptomAI: Toward a Conversational AI Agent for Everyday Symptom Assessment2605.04012v2 · Joseph Breda, Fadi Yousif, Beszel Hawkins et al.2026 · 1 citationarXiv
An AI Co-Data-Scientist for Prioritizing Candidate Biomarkers from Wearable Sensor Data2604.14615v2 · Yubin Kim, Salman Rahman, Samuel Schmidgall et al.2026 · 2 citationsarXiv
Cardiovascular-Kidney-Metabolic Health Age Using Wearables and Blood Biomarkers2603.27787v4 · Zeinab Esmaeilpour, A. Ali Heydari, Daniel McDuff et al.2026 · 0 citationsarXiv
Beyond BMI: Smartphone Body Composition Phenotyping for Cardiometabolic Risk Assessment2603.27017v2 · Menglian Zhou, Arno Charton, Emily Blanchard et al.2026 · 0 citationsarXiv
A scalable framework for evaluating health language models.41760912 · Mallinar, Neil, Heydari, A Ali, Liu, Xin et al.2026 · 9 citationsNPJ digital medicine. 2026;9(1)
Transforming wearable data into personal health insights using large language model agents.41526380 · Merrill, Mike A, Paruchuri, Akshay, Rezaei, Naghmeh et al.2026 · 26 citationsNature communications. 2026;17(1):1143
Opportunistically Detecting Signs of Hypertension on a Consumer Smartwatch10.64898/2025.12.10.25341972v1 · Di Achille, P., Cai, L., Wu, J. et al.2025 · 1 citationmedRxiv
Smartphone monitoring of smiling as a behavioral proxy of well-being in everyday life2512.11905v1 · Ming-Zher Poh, Shun Liao, Marco Andreetto et al.2025 · 0 citationsarXiv
A personal health large language model for sleep and fitness coaching.40813712 · Khasentino, Justin, Belyaeva, Anastasiya, Liu, Xin et al.2025 · 57 citationsNature medicine. 2025;31(10):3394-3403
SensorLM: Learning the Language of Wearable Sensors2506.09108v1 · Yuwei Zhang, Kumar Ayush, Siyuan Qiao et al.2025 · 7 citationsarXiv
RADAR: Benchmarking Language Models on Imperfect Tabular Data2506.08249v2 · Ken Gu, Zhihan Zhang, Kate Lin et al.2025 · 0 citationsarXiv
LSM-2: Learning from Incomplete Wearable Sensor Data2506.05321v1 · Maxwell A. Xu, Girish Narayanswamy, Kumar Ayush et al.2025 · 1 citationarXiv
Automated loss of pulse detection on a consumer smartwatch.40010378 · Shah, Kamal, Wang, Anran, Chen, Yiwen et al.2025 · 43 citationsNature. 2025;642(8066):174-181
Scaling Wearable Foundation Models2410.13638v1 · Girish Narayanswamy, Xin Liu, Kumar Ayush et al.2024 · 6 citationsarXiv
Towards a Personal Health Large Language Model2406.06474v1 · Justin Cosentino, Anastasiya Belyaeva, Xin Liu et al.2024 · 14 citationsarXiv
Vibrotactile sensory substitution for electromyographic control of object manipulation.23508245 · Rombokas, Eric, Stepp, Cara E, Chang, Chelsey et al.2014 · 62 citationsIEEE transactions on bio-medical engineering. 2013;60(8):2226-32
Vibrotactile feedback aids EMG control of object manipulation.22254496 · Stepp, Cara E, Chang, Chelsey, Malhotra, Mark et al.2012 · 9 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2011;2011:1061-4
Auto-titrating versus standard continuous positive airway pressure for the treatment of obstructive sleep apnea: results of a meta-analysis.15124718 · Ayas, Najib T, Patel, Sanjay R, Malhotra, Atul et al.2004 · 255 citationsSleep. 2004;27(2):249-53
Career total: 43 works. 24 are in this corpus.
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