Machine Learning for Complex Systems

Presentations

• Comparing the performance of calibration algorithms on a hierarchy of climate problems

  ORAL

  March 17, 2025, 6:00 PM – March 17, 2025, 6:12 PM

  Presenters

  • Robert C King

    Stanford University

  Authors

  • Robert C King

    Stanford University

  • Aditi Sheshadri

    Stanford University

  • Laura A Mansfield

    University of Oxford

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• Influence of Large-Scale Climate on Offshore Wind-Farm-Scale Environment: A Generative Deep Learning Approach

  ORAL

  March 17, 2025, 6:12 PM – March 17, 2025, 6:24 PM

  Presenters

  • Balu Nadiga

    Los Alamos National Laboratory (LANL)

  Authors

  • Balu Nadiga

    Los Alamos National Laboratory (LANL)

  • Anton Myshak

    University of Houston

  • Raghavendra Krishnamurthy

    Pacific Northwest National Laboratory

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• Numerical and Analytical Complex-time Transformations of Longitudinal Processes and Spacekime Analytics

  ORAL · Invited

  March 17, 2025, 6:24 PM – March 17, 2025, 7:00 PM

  Publication: • Zhang, Y, Shen, Y, Zhang, R, Liu, Y, Guo, Y, Deng, D and Dinov, ID. (2023) Numerical methods for computing the discrete and continuous Laplace transforms, arXiv:2304.13204, DOI: 10.48550/arXiv.2304.13204.<br>• Zhang, Y, Shen, Y, Zhang, R, Liu, Y, Guo, Y, Deng, D, Dinov, ID (2025). Numerical Methods for Computing the Discrete and Continuous Laplace Transforms, IMA Journal of Applied Mathematics (in review).<br>• Dinov, ID, and Shen, Y. Complex-time (Kime) Representation of Repeated-Measurement Longitudinal Data and Predictive Spacekime Analytics (in review).

  Presenters

  • Ivo D Dinov

    University of Michigan

  Authors

  • Ivo D Dinov

    University of Michigan

  • Yueyang Shen

    University of Michigan

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• Machine Learning Approaches to Analyzing Atomic Force Microscopy-Force Spectroscopy Measurements of Cross-Linked Polyethylene

  ORAL

  March 17, 2025, 7:00 PM – March 17, 2025, 7:12 PM

  Presenters

  • Benjamin Baylis

    University of Guelph

  Authors

  • Benjamin Baylis

    University of Guelph

  • John R Dutcher

    University of Guelph

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• Prediction of Transcranial Magnetic Stimulation Responses from Structural and Functional Magnetic Resonance Images using Deep Neural Networks

  ORAL · Invited

  March 17, 2025, 7:12 PM – March 17, 2025, 7:48 PM

  Publication: [1] Mohannad Tashli, Muhammad Sabbir Alam, Jiaying Gong, Connor Lewis, Carrie L Peterson, Hoda Eldardiry, Jayasimha Atulasimha, Ravi L Hadimani, "Prediction of Electric Fields Induced by Transcranial Magnetic Stimulation in the Brain using a Deep Encoder-Decoder Convolutional Neural Network", https://www.biorxiv.org/content/10.1101/2022.10.27.513583v1 (under review)<br><br>[2] Yash R Saxena, Connor J Lewis, Joseph V Lee, Laura M Franke, Muhammad Sabbir Alam, Mohannad Tashli, Jayasimha Atulasimha, Ravi L Hadimani, "Optimizing a deep learning model for the prediction of electric field induced by transcranial magnetic stimulation for mild to moderate traumatic brain injury patients", AIP Advances 14, 015309, 2024.<br><br>[3] Muhammad Sabbir Alam, Walid Al Misba and Jayasimha Atulasimha, "Quantized non-volatile nanomagnetic domain wall synapse based autoencoder for efficient unsupervised network anomaly detection," Neuromorph. Comput. Eng. 4, 024012, 2024.

  Presenters

  • Jayasimha Atulasimha

    Virginia Commonwealth University

  Authors

  • Jayasimha Atulasimha

    Virginia Commonwealth University

  • Ravi L. Hadimani

    Virginia Commonwealth University

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• Machine learning enhanced neuroimaging

  ORAL

  March 17, 2025, 7:48 PM – March 17, 2025, 8:00 PM

  Presenters

  • Neha Goswami

    Cold Spring Harbor Laboratory

  Authors

  • Neha Goswami

    Cold Spring Harbor Laboratory

  • Anthony M Zador

    Cold Spring Harbor Laboratory

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• Oral: A Sequential Transfer Learning Approach for Congenital Heart Defect Diagnosis from Ultrasound Videos

  ORAL

  March 17, 2025, 8:00 PM – March 17, 2025, 8:12 PM

  Presenters

  • Shafin Sharaf

    Indian Institute of Technology Madras

  Authors

  • Shafin Sharaf

    Indian Institute of Technology Madras

  • K Arul Prakash

    Indian Institute of Technology, Madras

  • Shanthi Chidambarathanu

    Mehta's children Hospital, Chennai

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• Physics-informed machine learning for radioisotope identification

  ORAL

  March 17, 2025, 8:12 PM – March 17, 2025, 8:24 PM

  Presenters

  • Peter Lalor

    Pacific Northwest National Laboratory

  Authors

  • Peter Lalor

    Pacific Northwest National Laboratory

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• JAMUN: Transferable Molecular Conformational Ensemble Generation with Walk-Jump Sampling

  ORAL

  March 17, 2025, 8:24 PM – March 17, 2025, 8:36 PM

  Publication: https://arxiv.org/abs/2410.14621

  Presenters

  • Bodhi P Vani

    Genentech

  Authors

  • Ameya Daigavane

    Massachusetts Institute of Technology

  • Bodhi P Vani

    Genentech

  • Saeed Saremi

    Genentech

  • Joseph Kleinhenz

    Genentech

  • Joshua Rackers

    Genentech

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• Advancing predictive molecular modeling: Accuracy and stability of physics-based molecular many-body models

  ORAL

  March 17, 2025, 8:36 PM – March 17, 2025, 8:48 PM

  Publication: Zhu, X., Riera, M., Bull-Vulpe, E. F., & Paesani, F. (2023). MB-pol (2023): Sub-chemical Accuracy for Water Simulations from the Gas to the Liquid Phase. Journal of Chemical Theory and Computation, 19(12), 3551-3566.

  Presenters

  • Xuanyu Zhu

    University of California, San Diego

  Authors

  • Xuanyu Zhu

    University of California, San Diego

  • Francesco Paesani

    University of California, San Diego

  • Marc Riera

    University of California, San Diego

  • Ethan F Bull-Vulpe

    Univerisity of California, San Diego

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• Diffusion Models for Ensemble Generation in Lattice Gauge Theory

  ORAL

  March 17, 2025, 8:48 PM – March 17, 2025, 9:00 PM

  Presenters

  • Octavio Vega

    University of Illinois at Urbana-Champaign

  Authors

  • Octavio Vega

    University of Illinois at Urbana-Champaign

  • Javad Komijani

    ETH Zurich

  • Marina Krstic Marinkovic

    ETH Zurich

  • Aida X El-Khadra

    University of Illinois at Urbana-Champaign, University of Illinois Urbana-Champaign

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