Inexact Uzawa-Double Deep Ritz Method for Weak Adversarial Neural Networks
The emergence of deep learning has stimulated a new class of PDE solvers in which the unknown solution is represented by a neural network. Within this framework, residual minimization in dual norms -- central to weak adversarial neural network approaches -- naturally leads to saddle-point problems whose stability depends on the underlying iterative ...
Benny-Chacko, Emin +3 more
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Refined generalization analysis of the Deep Ritz Method and Physics-Informed Neural Networks
Accepted by ...
Xu, Xianliang, Li, Ye, Huang, Zhongyi
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Effect of Photosensitiser Chlorin E6 on Cancerous Bone Tumor Cells Using Photodynamic Therapy. [PDF]
Traub F +8 more
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Revisiting the upper lateral splay graft: A modified technique for improving internal nasal valve obstruction. [PDF]
Gillanders SL, Evora R, Ritz M.
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Deep Ritz method for solving high-dimensional fractional differential equations
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Knowledge-informed deep learning to mitigate bias in joint air pollutant prediction. [PDF]
Li L +14 more
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Jacobi-Ritz formulation for modal analysis of thick, anisotropic and non-uniform electric motor stator assemblies considering axisymmetric vibration modes. [PDF]
Andreou P +3 more
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Local Environmental Effects on Light-Driven CO<sub>2</sub> Reduction in Liposomes. [PDF]
Abbas A +10 more
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Monitoring the ramp use of cage-free laying hens with deep learning technologies. [PDF]
Paneru B +7 more
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Near-Real-Time Epileptic Seizure Detection with Reduced EEG Electrodes: A BiLSTM-Wavelet Approach on the EPILEPSIAE Dataset. [PDF]
Afsari K, El Barachi M, Ritz C.
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