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FPGA-accelerated Binary Neural Networks as a surrogate model for a viscoplastic constitutive law in impulsively loaded beams2025 Mechanics Research Communications article Computer Science Advanced Neural Network Applications Open access
Vasileios Polydoras, Saurabh Balkrishna Tandale, Rutwik Gulakala, Marcus Stoffel
2citations -
Graph neural networks for temperature-dependent activity coefficient prediction of solutes in ionic liquids2023 Computers & Chemical Engineering article Chemical Engineering Ionic liquids properties and applications Open access
Jan G. Rittig, Karim Ben Hicham, Artur M. Schweidtmann, Manuel Dahmen, Alexander Mitsos
86citations -
Graph Neural Networks for Temperature-Dependent Activity Coefficient Prediction of Solutes in Ionic Liquids2022 RWTH Publications (RWTH Aachen) article Chemical Engineering Ionic liquids properties and applications Open access
Jan G. Rittig, Karim Ben Hicham, Artur M. Schweidtmann, Manuel Dahmen, Alexander Mitsos
2citations -
Newton versus the machine: solving the chaotic three-body problem using deep neural networks2020 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Model Reduction and Neural Networks Open access cited by 1 patent
Philip G. Breen, Christopher N. Foley, Tjarda Boekholt, Simon Portegies Zwart
97citations -
A benchmark for neural network robustness in skin cancer classification2021 European Journal of Cancer article Medicine Cutaneous Melanoma Detection and Management Open access
Roman Christoph Maron, Justin Gabriel Schlager, Sarah Haggenmüller, Christof V. Kalle, Jochen Sven Utikal, Friedegund Elke Meier, +22 more
65citations