📚 Publications

For a comprehensive list of my publications, please visit my Google Scholar profile:

Google Scholar Profile

Selected Publications

2025

  • Predicting Seizures Episodes and High-Risk Events in Autism Through Adverse Behavioral Patterns
    Kiarashi, Y., Lantz, J., Reyna, M.A., Anderson, C., Rad, A.B., Foster, J., Villavicencio, T., Hamlin, T. and Clifford, G.D.,. Physiological Measurements(2025) Read here

  • Feasibility of Assessing Cognitive Impairment via Distributed Camera Network and Privacy‐Preserving Edge Computing
    Hegde, C., Kiarashi, Y., Levey, A.I., Rodriguez, A.D., Kwon, H. and Clifford, G.D.,. Alzheimer’s & Dementia: Diagnosis, Assessment & Disease Monitoring (2025) Read here

  • Indoor Localization Using Multi‐Bluetooth Beacon Deployment in a Sparse Edge Computing Environment
    Saghafi, S., Kiarashi, Y., Rodriguez, A. D., Levey, A. I., Kwon, H., & Clifford, G. D.,. Digital Twins and Applications, (2025) Read here

  • From Motion to Emotion: Exploring Challenging Behaviors in Autism Spectrum Disorder Through Analysis of Wearable Physiology and Movement
    Rad, A. B., Villavicencio, T., Kiarashi, Y., Anderson, C., Foster, J., Kwon, H., Hamlin, T., Lantz, J. & Clifford, G. D.,. Physiological Measurement (2025) Read here

2024

  • ECG-Image-Database: A Dataset of ECG Images with Real-World Imaging and Scanning Artifacts; A Foundation for Computerized ECG Image Digitization and Analysis
    Reyna, M.A., Deepanshi, Weigle, J., Koscova, Z., Campbell, K., Kodthalu Shivashankara, K., Saghafi, S., Nikookar, S., Motie-Shirazi, M., Kiarashi, Y., Seyedi, S., Clifford, G.D. & Sameni, R. (2024).
    arXiv
    Read here

  • Off-body Sleep Analysis for Predicting Adverse Behavior in Individuals with Autism Spectrum Disorder
    Kiarashi, Y., Suresha, P.B., Rad, A.B., Reyna, M.A., Anderson, C., Foster, J., Lantz, J., Villavicencio, T., Hamlin, T. and Clifford, G.D.
    IEEE Journal of Biomedical and Health Informatics
    Read here

  • Confidence-Aware Severity Assessment of Lung Disease from Chest X-Rays Using Deep Neural Network on a Multi-Reader Dataset
    Zandehshahvar, M., van Assen, M., Kim, E., Kiarashi, Y., Keerthipati, V., Tessarin, G., Muscogiuri, E., Stillman, A.E., Filev, P., Davarpanah, A.H. and Berkowitz, E.A.
    Journal of Imaging Informatics in Medicine
    Read here

  • Feasibility of Assessing Cognitive Impairment via Distributed Camera Network and Privacy-Preserving Edge Computing
    Hegde, C., Kiarashi, Y., Levey, A.I., Rodriguez, A.D., Kwon, H. and Clifford, G.D.
    arXiv preprint arXiv:2408.10442
    Read here

  • New Machine Learning Paradigms for Knowledge Discovery and Inverse Design of Photonic Nanostructures
    Adibi, A., Zandehshahvar, M., Hadighehjavani, M., Kiarashi, Y., Marzban, M. and Harandi, M.R.T.
    In Image Sensing Technologies: Materials, Devices, Systems, and Applications XI (SPIE)
    Read here

  • Indoor Group Identification and Localization Using Privacy-Preserving Edge Computing Distributed Camera Network
    Hegde, C., Kiarashi, Y., Rodriguez, A.D., Levey, A.I., Doiron, M., Kwon, H. and Clifford, G.D.
    IEEE Journal of Indoor and Seamless Positioning and Navigation
    Read here

2023

  • Graph Trilateration for Indoor Localization in Sparsely Distributed Edge Computing Devices in Complex Environments Using Bluetooth Technology
    Kiarashi, Y., Saghafi, S., Das, B., Hegde, C., Madala, V.S.K., Nakum, A., Singh, R., Tweedy, R., Doiron, M., Rodriguez, A.D., Levey, A.I.
    Sensors, 23(23), p.9517
    Read here

  • A Feasibility Study on Indoor Localization and Multi-Person Tracking Using Sparsely Distributed Camera Network with Edge Computing
    Kwon, H., Hegde, C., Kiarashi, Y., Madala, V.S.K., Singh, R., Nakum, A., Tweedy, R., Tonetto, L.M., Zimring, C.M., Doiron, M., Rodriguez, A.D.
    IEEE Journal of Indoor and Seamless Positioning and Navigation
    Read here

  • Heart Murmur Detection from Phonocardiogram Recordings: The George B. Moody Physionet Challenge 2022
    Reyna, M.A., Kiarashi, Y., Elola, A., Oliveira, J., Renna, F., Gu, A., Perez Alday, E.A., Sadr, N., Sharma, A., Kpodonu, J., Mattos, S.
    PLOS Digital Health, 2(9), p.e0000324
    Read here

  • Optical Co-Processor Architecture Using Array of Weak Optical Perceptron
    Kiarashinejad, Y. and Adibi, A., Georgia Tech Research Corp
    U.S. Patent Application 17/919,051
    Read here

  • Indoor Localization Using Bluetooth and Inertial Motion Sensors in Distributed Edge and Cloud Computing Environment
    Kiarashi, Y., Hedge, C., Madala, V.S.K., Nakum, A., Singh, R., Tweedy, R., Clifford, G.D., Kwon, H.
    arXiv preprint arXiv:2305.19342
    Read here

  • Bayesian Neural Networks for Severity Assessment of COVID-19 Pneumonia from Chest X-Ray Using a Multi-Reader and Binational Dataset
    Zandehshahvar, M., van Assen, M., Kim, E.Y., Kiarashi, Y., Keerthipati, V., Stillman, A.E., Filev, P., Davarpanah, A.H., Berkowitz, E.A., Tigges, S., Lee, S.J.
    In Medical Imaging 2023: Computer-Aided Diagnosis (SPIE, Vol. 12465, p. 124650G)
    Read here

  • Predictions of Nonlinear Generation from Dielectric Metasurfaces Using a Convolutional Neural Network
    Zhu, M., Zandehshahvar, M., Kiarashinejad, Y., Abdollahramezani, S., Adibi, A.
    In Photonic and Phononic Properties of Engineered Nanostructures XIII (SPIE, p. PC1243119)
    Read here

  • Metric Learning: A New Approach for Defining Similarity Measures for Nanophotonics
    Zandehshahvar, M., Kiarashi, Y., Zhu, M., Bao, D., Javani, M.H., Pourabolghasem, R., Adibi, A.
    In Photonic and Phononic Properties of Engineered Nanostructures XIII (SPIE, p. PC124310P)
    Read here

  • New Paradigms in Manifold Learning for Knowledge Discovery and Inverse Design of Photonic Nanostructures
    Zandehshahvar, M., Javani, M.H., Kiarashi, Y., Zhu, M., Brown, T., Bao, D., Marzban, M., Pourabolghasem, R., Adibi, A.
    In Quantum Sensing and Nano Electronics and Photonics XIX (SPIE, Vol. 12430, pp. 40-43)
    Read here

  • Metric Learning: Harnessing the Power of Machine Learning in Nanophotonics
    Zandehshahvar, M., Kiarashi, Y., Zhu, M., Bao, D., H Javani, M., Pourabolghasem, R., Adibi, A.
    Acs Photonics, 10(4), pp.900-909
    Read here

2022

  • Geometric Learning-Based Method for Discovery of Optical Phenomena in Nanophotonic Structures
    Kiarashinejad, Y., Zandehshahvar, M., Abdollahramezani, S., Hemmatyar, O., Adibi, A., Georgia Tech Research Corp
    U.S. Patent Application 17/474,523
    Read here

  • COVID-19 Pneumonia Chest Radiographic Severity Score: Variability Assessment Among Experienced and In-Training Radiologists and Creation of a Multireader Composite Score Database for Artificial Intelligence Algorithm Development
    Van Assen, M., Zandehshahvar, M., Maleki, H., Kiarashi, Y., Arleo, T., Stillman, A.E., Filev, P., Davarpanah, A.H., Berkowitz, E.A., Tigges, S., Lee, S.J.
    The British Journal of Radiology, 95(1134), p.20211028
    Read here

  • Inverse Design of Nanophotonics Structures with Minimal Computation Using a Pruning Approach
    Javani, M.H., Zandehshahvar, M., Zhu, M., Brown, T., Kiarashi, Y., Adibi, A.
    In CLEO: QELS_Fundamental Science (Optica Publishing Group, JW3B-132)
    Read here

  • Efficient Artificial Intelligence Techniques for Inverse Design and Knowledge Discovery in Metamaterials
    Zandehshahvar, M., Kiarashinejad, Y., Hadighe Javani, M., Zhu, M., Brown, T., Bao, D., Adibi, A.
    The Journal of the Acoustical Society of America, 151(4_Supplement), pp.A254-A254
    Read here

  • Manifold Learning: A Promising Tool for Knowledge Discovery and Inverse Design in Nanophotonics
    Zandehshahvar, M., Kiarashi, Y., Zhu, M., Brown, T., Javani, M.H., Adibi, A.
    In Photonic and Phononic Properties of Engineered Nanostructures XII (SPIE, p. PC120100U)
    Read here

  • Machine Learning for Efficient Inverse Design of Nanophotonics Structures
    Zandehshahvar, M., Kiarashinejad, Y., Zhu, M., Maleki, H., Brown, T., Adibi, A.
    In Photonic and Phononic Properties of Engineered Nanostructures XII (SPIE, p. PC120100W)
    Read here

  • Manifold Learning for Knowledge Discovery and Intelligent Inverse Design of Photonic Nanostructures: Breaking the Geometric Complexity
    Kiarashinejad, Y., Zandehshahvar, M., Zhu, M., Maleki, H., Brown, T., Adibi, A.
    Acs Photonics, 9(2), pp.714-721
    Read here

  • Systems and Methods for Enhanced Engineering Design and Optimization
    Kiarashinejad, Y., Abdollahramezani, S., Adibi, A., Georgia Tech Research Corp
    U.S. Patent Application 17/294,837
    Read here

2021

  • A New Paradigm for Knowledge Discovery and Design in Nanophotonics Based on Artificial Intelligence
    Kiarashinejad, Y.
    Doctoral dissertation, Georgia Institute of Technology
    Read here

  • Latent Learning for Design and Knowledge Discovery in Nanophotonics
    Kiarashi, Y., Zandehshahvar, M., Zhu, M., Maleki, H., Abdollahramezani, S., Brown, T., Barton, R., Adibi, A.
    In Metamaterials, Metadevices, and Metasystems 2021 (SPIE, Vol. 11795, p. 1179505)
    Read here

  • Inverse Design of Photonic Nanostructures Using Dimensionality Reduction: Reducing the Computational Complexity
    Zandehshahvar, M., Kiarashi, Y., Chen, M., Barton, R., Adibi, A.
    Optics Letters, 46(11), pp.2634-2637
    Read here

  • Toward Understanding COVID-19 Pneumonia: A Deep-Learning-Based Approach for Severity Analysis and Monitoring the Disease
    Zandehshahvar, M., Kiarashi, Y., Zhu, M., Maleki, H., Abdollahramezani, S., Brown, T., Barton, R., Adibi, A.
    Scientific Reports, 11(1), p.11112
    Read here

  • Manifold Learning for Reducing the Design Complexity of Photonic Nanostructures
    Zandehshahvar, M., Kiarashi, Y., Zhu, M., Maleki, H., Brown, T., Adibi, A.
    In CLEO: QELS_Fundamental Science (Optica Publishing Group, JTu3A-115)
    Read here

  • Breaking the Geometric Complexity of Nanostructures Using Manifold Learning
    Zandehshahvar, M., Kiarashi, Y., Zhu, M., Maleki, H., Brown, T., Adibi, A.
    In Photonic and Phononic Properties of Engineered Nanostructures XI (SPIE, Vol. 11694, p. 116940S)
    Read here

  • Manifold Learning for Knowledge Discovery and Design in Nanophotonics
    Kiarashi, Y., Zandehshahvar, M., Adibi, A.
    In Photonic and Phononic Properties of Engineered Nanostructures XI (SPIE, Vol. 11694, p. 116940M)
    Read here

  • Revealing the Hidden Capacity of Artificial Intelligence in Nanoscience: Physics-Driven Metric Learning
    Maleki, H., Zandehshahvar, M., Kiarashi, Y., Zhu, M., Adibi, A.
    In Photonic and Phononic Properties of Engineered Nanostructures XI (SPIE, Vol. 11694, p. 116940O)
    Read here

  • Dynamic Hybrid Metasurfaces
    Abdollahramezani, S., Hemmatyar, O., Taghinejad, M., Taghinejad, H., Kiarashinejad, Y., Zandehshahvar, M., Fan, T., Deshmukh, S., Eftekhar, A.A., Cai, W., Pop, E.
    Nano Letters, 21(3), pp.1238-1245
    Read here

  • Accelerating Inverse Design of Nanostructures Using Manifold Learning
    Zandehshahvar, M., Kiarashi, Y., Zhu, M., Maleki, H., Hemmatyar, O., Abdollahramezani, S., Pourabolghasem, R., Adibi, A.
    NeuRIPS Machine Learning for Engineering and Modeling
    Read here

2020

  • Inverse Design of Nanophotonic Structures Using a Hybrid Dimensionality Reduction Technique
    Chen, M., Zandehshahvar, M., Kiarashinejad, Y., Hemmatyar, O., Umapathy, D., Abdollahramezani, S., Adibi, A.
    In Frontiers in Optics (Optica Publishing Group, FM2A-1)
    Read here

  • Tunable Nanophotonics Enabled by Chalcogenide Phase-Change Materials
    Abdollahramezani, S., Hemmatyar, O., Taghinejad, H., Krasnok, A., Kiarashinejad, Y., Zandehshahvar, M., Alù, A., Adibi, A.
    Nanophotonics, 9(5), pp.1189-1241
    Read here

  • Geometric Deep Learning Unlocks the Underlying Physics of Nanostructures
    Kiarashinejad, Y., Zandehshahvar, M., Abdollahramezani, S., Hemmatyar, O., Pourabolghasem, R., Adibi, A.
    In 2020 Conference on Lasers and Electro-Optics (CLEO)
    Read here

  • Fano Resonant All-Dielectric HfO2 Metasurfaces for Full Color Generation Designed by Deep Learning
    Hemmatyar, O., Abdollahramezani, S., Kiarashinejad, Y., Zandehshahvar, M., Adibi, A.
    In CLEO: QELS_Fundamental Science (Optica Publishing Group, JW2D-34)
    Read here

  • Cracking the Design Complexity of Nanostructures Using Geometric Deep Learning
    Zandehshahvar, M., Kiarashinejad, Y., Hemmatyar, O., Abdollahramezani, S., Pourabolghasem, R., Adibi, A.
    In CLEO: Science and Innovations (Optica Publishing Group, SF1R-4)
    Read here

  • Electrically Programmable Phased-Array Antenna Using Phase-Change Materials
    Abdollahramezani, S., Kiarashinejad, Y., Hemmatyar, O., Zandehshahvar, M., Adibi, A.
    In CLEO: QELS_Fundamental Science (Optica Publishing Group, FW3Q-5)
    Read here

  • Sample-Efficient Machine-Learning Method for Designing Photonic Nanostructures (Conference Presentation)
    Zandehshahvar, M., Kiarashinejad, Y., Abdollahramezani, S., Hemmatyar, O., Maleki, H., Adibi, A.
    In Photonic and Phononic Properties of Engineered Nanostructures X (SPIE, Vol. 11289, p. 112890O)
    Read here

  • Deep-Learning-Based Design of Fano Resonant HfO2 Metasurfaces for Full Color Generation (Conference Presentation)
    Hemmatyar, O., Abdollahramezani, S., Kiarashinejad, Y., Zandehshahvar, M., Adibi, A.
    In Photonic and Phononic Properties of Engineered Nanostructures X (SPIE, Vol. 11289, p. 112890F)
    Read here

  • Deep Learning Approach Based on Dimensionality Reduction for Designing Electromagnetic Nanostructures
    Kiarashinejad, Y., Abdollahramezani, S., Adibi, A.
    npj Computational Materials, 6(1), p.12
    Read here

  • Knowledge Discovery in Nanophotonics Using Geometric Deep Learning
    Kiarashinejad, Y., Zandehshahvar, M., Abdollahramezani, S., Hemmatyar, O., Pourabolghasem, R., Adibi, A.
    Advanced Intelligent Systems, 2(2), p.1900132
    Read here

2019

  • Dimensionality Reduction Based Method for Design and Optimization of Optical Nanostructures Using Neural Network
    Zandehshahvar, M., Hemmatyar, O., Kiarashinejad, Y., Abdollahramezani, S., Adibi, A.
    In Frontiers in Optics (Optica Publishing Group, FM5C-2)
    Read here

  • Nanophotonics Design Platform Based on Double-Step Dimensionality Reduction
    Kiarashinejad, Y., Abdollahramezani, S., Zandehshahvar, M., Hemmatyar, O., Adibi, A.
    In Laser Science (Optica Publishing Group, JTu3A-4)
    Read here

  • Structural Colors by Fano-Resonances Supported in All-Dielectric Metasurfaces Made of HfO2
    Hemmatyar, O., Abdollahramezani, S., Kiarashinejad, Y., Zandehshahvar, M., Adibi, A.
    In Frontiers in Optics (Optica Publishing Group, FM5C-4)
    Read here

  • Deep Learning Reveals Underlying Physics of Light–Matter Interactions in Nanophotonic Devices
    Kiarashinejad, Y., Abdollahramezani, S., Zandehshahvar, M., Hemmatyar, O., Adibi, A.
    Advanced Theory and Simulations, 2(9), p.1900088
    Read here

  • Mitigating Inverse Design Complexity of Nano-Antennas Using a Novel Dimensionality Reduction Approach (Conference Presentation)
    Kiarashinejad, Y., Abdollahramezani, S., Fan, T., Adibi, A.
    In Photonic and Phononic Properties of Engineered Nanostructures IX (SPIE, Vol. 10927, p. 109270C)
    Read here

  • Full Color Generation with Fano-Type Resonant HfO2 Nanopillars Designed by a Deep-Learning Approach
    Hemmatyar, O., Abdollahramezani, S., Kiarashinejad, Y., Zandehshahvar, M., Adibi, A.
    Nanoscale, 11(44), pp.21266-21274
    Read here

2018

  • Dynamic Dielectric Metasurfaces Incorporating Phase-Change Material
    Abdollahramezani, S., Taghinejad, H., Kiarashi, Y., Eftekhar, A.A., Adibi, A.
    In CLEO: Science and Innovations (Optica Publishing Group, SF1J-1)
    Read here

2015

  • Quality Enhancement of Low-Resolution Face Images
    Kiarashi, Y., Masnadi-Shirazi, M., Yazdi, M., Shahvar, M.Z.
    In 2015 9th Iranian Conference on Machine Vision and Image Processing (MVIP)
    Read here