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Biological plausible algorithm for seizure detection: Toward AI-enabled electroceuticals at the edge JOURNAL ARTICLE published 1 June 2024 in APL Machine Learning Research funded by The University of Sydney (Sydney Research Accelerator (SOAR) Prize) | Microsoft (Microsoft AI for Accessibility) |
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VERI-D: A new dataset and method for multi-camera vehicle re-identification of damaged cars under varying lighting conditions JOURNAL ARTICLE published 1 March 2024 in APL Machine Learning |
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Stoichiometric growth of SrTiO3 films via Bayesian optimization with adaptive prior mean JOURNAL ARTICLE published 1 June 2023 in APL Machine Learning |
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DyFraNet: Forecasting and backcasting dynamic fracture mechanics in space and time using a 2D-to-3D deep neural network JOURNAL ARTICLE published 1 June 2023 in APL Machine Learning Research funded by ONR (N000141612333,N000141912375) | ARO (W911NF1920098) | AFOPSR (FA9550-15-1-0514) |
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Intelligent performance inference: A graph neural network approach to modeling maximum achievable throughput in optical networks JOURNAL ARTICLE published 1 June 2023 in APL Machine Learning Research funded by EPSRC (EP/R035342/1) |
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Random forests for detecting weak signals and extracting physical information: A case study of magnetic navigation JOURNAL ARTICLE published 1 March 2024 in APL Machine Learning Research funded by Air Force Office of Scientific Research (FA9550-21-1-0438) |
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Unclonable photonic keys hardened against machine learning attacks JOURNAL ARTICLE published 1 January 2020 in APL Photonics Research funded by National Science Foundation (EFMA-1641094,ECCS-1521415) | Intelligence Advanced Research Projects Activity (2018-18041100006) | Office of the Provost, Johns Hopkins University (Catalyst Award) |
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Attention hybrid variational net for accelerated MRI reconstruction JOURNAL ARTICLE published 1 December 2023 in APL Machine Learning |
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Accelerating defect predictions in semiconductors using graph neural networks JOURNAL ARTICLE published 1 March 2024 in APL Machine Learning Research funded by School of Materials Engineering, Purdue University (F.10023800.05.002) | Argonne National Laboratory (21090590 and 22057223) |
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3D CNN and grad-CAM based visualization for predicting generation of dislocation clusters in multicrystalline silicon JOURNAL ARTICLE published 1 September 2023 in APL Machine Learning Research funded by Core Research for Evolutional Science and Technology (JPMJCR17J1) |
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Quantifying the impact of uninformative features on the performance of supervised classification and dimensionality reduction algorithms JOURNAL ARTICLE published 1 December 2023 in APL Machine Learning Research funded by National Science Foundation (1937123) |
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Machine learning investigation of high-k metal gate processes for dynamic random access memory peripheral transistor JOURNAL ARTICLE published 1 February 2024 in APL Materials Research funded by Samsung Electronics Co. (IO201211-08077-01) | Korea Institute for Advancement of Technology (P0008458) | National Research Foundation of Korea (2021R1A4A1029780) |
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Deep learning-based design of broadband GHz complex and random metasurfaces JOURNAL ARTICLE published 1 October 2021 in APL Photonics Research funded by Office of Naval Research Global (N62909-19-1-2047) | Singapore University of Technology and Design (SRT3CI21163,SUTD-ZJU VP 201303) |
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In-memory and in-sensor reservoir computing with memristive devices JOURNAL ARTICLE published 1 March 2024 in APL Machine Learning |
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Cell detection with convolutional spiking neural network for neuromorphic cytometry JOURNAL ARTICLE published 1 June 2024 in APL Machine Learning |
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Exploring the optimal design space of transparent perovskite solar cells for four-terminal tandem applications through Pareto front optimization JOURNAL ARTICLE published 1 June 2024 in APL Machine Learning |
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AlGaN/GaN MOS-HEMT enabled optoelectronic artificial synaptic devices for neuromorphic computing JOURNAL ARTICLE published 1 June 2024 in APL Machine Learning Research funded by Shanghaitech University Startup Fund (2017F0203-000-14) | National Natural Science Foundation of China (52131303) | Natural Science Foundation of Shanghai (22ZR1442300) | CAS Strategic Science and Technology Program (XDA18000000) |
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Contextual beamforming: Exploiting location and AI for enhanced wireless telecommunication performance JOURNAL ARTICLE published 1 March 2024 in APL Machine Learning |
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Bayesian optimization approach to quantify the effect of input parameter uncertainty on predictions of numerical physics simulations JOURNAL ARTICLE published 1 December 2023 in APL Machine Learning |
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Multiplexed gradient descent: Fast online training of modern datasets on hardware neural networks without backpropagation JOURNAL ARTICLE published 1 June 2023 in APL Machine Learning |