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Self-Validated Physics-Embedding Network: A General Framework for Inverse Modelling


Oct 17, 2022
Ruiyuan Kang, Dimitrios C. Kyritsis, Panos Liatsis

* 32 pages, 25 figures, four tables 

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Realizing Flame State Monitoring with Very Few Visual or Infrared Images via Few-Shot Learning


Oct 14, 2022
Ruiyuan Kang, Panos Liatsis, Dimitrios C. Kyritsis

* 15 pages, 12 figures, four tables 

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A Novel Transformer Network with Shifted Window Cross-Attention for Spatiotemporal Weather Forecasting


Aug 02, 2022
Alabi Bojesomo, Hasan Al Marzouqi, Panos Liatsis

* 16 pages, 7 figures, 7 tables 

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Traffic4cast at NeurIPS 2021 -- Temporal and Spatial Few-Shot Transfer Learning in Gridded Geo-Spatial Processes


Apr 01, 2022
Christian Eichenberger, Moritz Neun, Henry Martin, Pedro Herruzo, Markus Spanring, Yichao Lu, Sungbin Choi, Vsevolod Konyakhin, Nina Lukashina, Aleksei Shpilman, Nina Wiedemann, Martin Raubal, Bo Wang, Hai L. Vu, Reza Mohajerpoor, Chen Cai, Inhi Kim, Luca Hermes, Andrew Melnik, Riza Velioglu, Markus Vieth, Malte Schilling, Alabi Bojesomo, Hasan Al Marzouqi, Panos Liatsis, Jay Santokhi, Dylan Hillier, Yiming Yang, Joned Sarwar, Anna Jordan, Emil Hewage, David Jonietz, Fei Tang, Aleksandra Gruca, Michael Kopp, David Kreil, Sepp Hochreiter

* Pre-print under review, submitted to Proceedings of Machine Learning Research 

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SwinUNet3D -- A Hierarchical Architecture for Deep Traffic Prediction using Shifted Window Transformers


Jan 17, 2022
Alabi Bojesomo, Hasan Al Marzouqi, Panos Liatsis

* 7 pages, 1 figure 

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Traffic flow prediction using Deep Sedenion Networks


Dec 11, 2020
Alabi Bojesomo, Panos Liatsis, Hasan Al Marzouqi

* 5 pages, 4 figures, 1 table, 2 equations 

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