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- Currently displaying 1 - 20 of 306 publications
HAMLET: Graph Transformer Neural Operator for Partial Differential
Equations
(2024)
LLMs learn governing principles of dynamical systems, revealing an
in-context neural scaling law
(2024)
Modeling of a Liquid Leaf Target TNSA Experiment Using Particle-In-Cell Simulations and Deep Learning
– Laser and Particle Beams
(2024)
2023,
1
(doi: 10.1155/2023/2868112)
Multivariate rational approximation of functions with curves of
singularities
(2023)
Dynamical Systems–Based Neural Networks
– SIAM Journal on Scientific Computing
(2023)
45,
a3071
(doi: 10.1137/22M1527337)
Adaptive mixed FEM combined with the method of characteristics for stationary convection–diffusion–reaction problems
– Finite Elements in Analysis and Design
(2023)
227,
104045
(doi: 10.1016/j.finel.2023.104045)
Contrastive Registration for Unsupervised Medical Image Segmentation.
– IEEE Transactions on Neural Networks and Learning Systems
(2023)
PP,
1
(doi: 10.1109/tnnls.2023.3332003)
Contractive Systems Improve Graph Neural Networks Against Adversarial
Attacks
(2023)
Multi-Modal Learning for Predicting the Genotype of Glioma.
– IEEE Trans Med Imaging
(2023)
42,
1
(doi: 10.1109/TMI.2023.3244038)
Recent Methodological Advances in Federated Learning for Healthcare
(2023)
(doi: 10.48550/arxiv.2310.02874)
Elliptic PDE learning is provably data-efficient.
– Proc Natl Acad Sci U S A
(2023)
120,
e2303904120
(doi: 10.1073/pnas.2303904120)
The Impact of Imputation Quality on Machine Learning Classifier Performance for Datasets with Missing Values
– Communications medicine
(2023)
3,
139
(doi: 10.1038/s43856-023-00356-z)