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Kenji Kawaguchi

National University of Singapore · SG
🔎 Find collaborators in Materials Chemistry · Artificial Intelligence →
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Area of research
Materials Chemistry · Artificial Intelligence
Research interest
Research interests include Artificial neural network, Nonlinear system, Artificial intelligence, Computer science, Maxima and minima, and Partial differential equation.
h-index
citations
1,491
works
8
NIH funding
primary concept
email

Recent publications

Tackling the curse of dimensionality with physics-informed neural networks
Neural Networks 2024cited by 143position: lastdoi
Hutchinson Trace Estimation for high-dimensional and high-order Physics-Informed Neural Networks
Computer Methods in Applied Mechanics and Engineering 2024cited by 32position: lastdoi
When Do Extended Physics-Informed Neural Networks (XPINNs) Improve Generalization?
SIAM Journal on Scientific Computing 2022cited by 121position: lastdoi
GraphMix: Improved Training of GNNs for Semi-Supervised Learning
Proceedings of the AAAI Conference on Artificial Intelligence 2021cited by 113position: middledoi
Adaptive activation functions accelerate convergence in deep and physics-informed neural networks
Journal of Computational Physics 2019cited by 972position: middledoi
Depth with nonlinearity creates no bad local minima in ResNets
Neural Networks 2019cited by 60position: firstdoi
Effect of Depth and Width on Local Minima in Deep Learning
Neural Computation 2019cited by 46position: firstdoi
Every Local Minimum Value Is the Global Minimum Value of Induced Model in Nonconvex Machine Learning
DSpace@MIT (Massachusetts Institute of Technology) 2019cited by 4position: first

Grants

No grants ingested yet.

Frequent collaborators

George Em Karniadakis · Brown University4 papers (2019–2024)Zheyuan Hu · National University of Singapore3 papers (2022–2024)Jiaoyang Huang · IIT@MIT2 papers (2019–2019)Leslie Pack Kaelbling · Massachusetts Institute of Technology2 papers (2019–2019)Ameya D. Jagtap · Brown University2 papers (2019–2022)Yoshua Bengio · Global Water Partnership2 papers (2019–2021) · 1 papers (2021–2021) · 1 papers (2021–2021)Jian Tang · Qingdao University1 papers (2021–2021) · 1 papers (2021–2021)Meng Qu · University of Illinois Urbana-Champaign1 papers (2021–2021)Zekun Shi · National University of Singapore1 papers (2024–2024)Khemraj Shukla · Brown University1 papers (2024–2024)
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