A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications
2023 · Journal Of Big Data · 684 citations
https://doi.org/10.1186/s40537-023-00727-2
J
Jinshuai Bai
Claim or correct this author profile
Claim this profile or suggest corrections to the name, affiliation, bio, photo, or paper titles. Approved changes appear as verified CitedEvidence overlays.
57
Papers
2.8K
Citations
22
h-index
30
i10-index
Jinshuai Bai is an academic researcher from Queensland University of Technology. The author has contributed to research in topics: Model Reduction and Neural Networks & Topology Optimization in Engineering & Neural Networks and Applications. The author has an h-index of 22, co-authored 49 publications.
ORCID: 0000-0002-0753-6428Papers by this author
worksKolmogorov–Arnold-Informed neural network: A physics-informed deep learning framework for solving forward and inverse problems based on Kolmogorov–Arnold Networks
2024 · Computer Methods in Applied Mechanics and Engineering · 106 citations
https://doi.org/10.1016/j.cma.2024.117518
Peridynamic fracture analysis of film–substrate systems
2024 · Journal of the Mechanics and Physics of Solids · 32 citations
https://doi.org/10.1016/j.jmps.2024.105757
Film fragmentation on curved substrates
2025 · Engineering Fracture Mechanics · 6 citations
https://doi.org/10.1016/j.engfracmech.2025.111108
Fourier feature embedded physics-informed neural network-based topology optimization (FF-PINNTO) framework for geometrically nonlinear structures
2025 · Computer Methods in Applied Mechanics and Engineering · 5 citations
https://doi.org/10.1016/j.cma.2025.118244
Cracking and wrinkling morphomechanics of animal skins
2025 · Journal of the Mechanics and Physics of Solids · 4 citations
https://doi.org/10.1016/j.jmps.2025.106167
Research topics
topicsChat about Author
Papers
Chat
Click to start Chat