Graduate Research Assistant

University of Colorado Boulder, 2018 - present

SHINE Lab

General focus on predicting social, cognitive, and affective states from neurophysiological sensor

data (neuroimaging, galvanic skin response, and eye-tracking) using machine learning, statistics, and nonlinear techniques for use in adaptive AI systems

Specializing in applying multidimensional recurrence quantification methods to multimodal

datasets for nonlinear analysis, and constructing linear mixed-effects models for insight and prediction

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Research Assistant

College of the Holy Cross, 2016 - 2018

Vision Lab

Worked on a physiologically-based computational model of human visual heading detection

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Undergraduate Researcher

Center for the Neural Basis of Cognition (Carnegie Mellon University), summer 2017

Undergraduate Program in Neural Computation, advised by Robert Kass

Worked with magnetoencephalography (MEG) data to improve single-trial statistical modeling

2023

Eloy L., Doherty E.J., Spencer C.A., Hirshfield L. (2023, forthcoming) Capturing the Dynamics of Trust and Team Processes in Human-Human-Agent Teams via Multidimensional Neural Recurrence Analyses. Proceedings of the ACM on Human-Computer Interaction, CSCW.

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Doherty, E. J., Spencer, C. A., Burnison, J., Čeko, M., Chin, J., Eloy, L., Haring, K., Kim, P., Pittman, D., Powers, S., Pugh, S. L., Roumis, D., Stephens, J. A., Yeh, T., & Hirshfield, L. (2023). Interdisciplinary views of fNIRS: Current advancements, equity challenges, and an agenda for future needs of a diverse fNIRS research community. Frontiers in Integrative Neuroscience, 17.

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2022

Eloy L., Doherty E.J., Spencer C.A., Bobko P., Hirshfield L. (2022) Using fNIRS to Identify Transparency- and Reliability-Sensitive Markers of Trust Across Multiple Timescales in Collaborative Human-Human-Agent Triads. Frontiers in Neuroergonomics. 3:838625.

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Bobko, P., Hirshfield, L., Eloy, L., Spencer, C., Doherty, E., Driscoll, J., & Obolsky, H. (2022) Human-agent teaming and trust calibration: a theoretical framework, configurable testbed, empirical illustration, and implications for the development of adaptive systems. Theoretical Issues in Ergonomics Science, 1-25.

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2020

Grant T., Durkee K., Eloy L., Dhruv K., Hayne L., Hirshfield L. (2020) A Neurophysiological Sensor Suite for Real-Time Prediction of Pilot Workload in Operational Settings. International Conference on Human-Computer Interaction.

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2019

Eloy L., Stewart A.E.B., Amon M.J., Reindhardt C., Michaels A., Duran N., Shute V. and D’Mello S.K. (2019) Modeling Team-level Multimodal Dynamics during Multiparty Collaboration. Proceedings of the 21st ACM International Conference on Multimodal Interaction.