Kenji Kawaguchi

Research interests

Publications

• Tackling the curse of dimensionality with physics-informed neural networks

  Neural Networks · 2024 · 10.1016/j.neunet.2024.106369

• Tackling the curse of dimensionality with physics-informed neural networks

  Neural Networks · 2024 · 10.1016/j.neunet.2024.106369

• Tackling the curse of dimensionality with physics-informed neural networks

  Neural Networks · 2024 · 10.1016/j.neunet.2024.106369

• When Do Extended Physics-Informed Neural Networks (XPINNs) Improve Generalization?

  SIAM Journal on Scientific Computing · 2022 · 10.1137/21m1447039

• Meta-learning PINN loss functions

  Journal of Computational Physics · 2022 · 10.1016/j.jcp.2022.111121

• When Do Extended Physics-Informed Neural Networks (XPINNs) Improve Generalization?

  SIAM Journal on Scientific Computing · 2022 · 10.1137/21m1447039

• Meta-learning PINN loss functions

  Journal of Computational Physics · 2022 · 10.1016/j.jcp.2022.111121

• When Do Extended Physics-Informed Neural Networks (XPINNs) Improve Generalization?

  SIAM Journal on Scientific Computing · 2022 · 10.1137/21m1447039

• Meta-learning PINN loss functions

  Journal of Computational Physics · 2022 · 10.1016/j.jcp.2022.111121

• Generalization in Deep Learning

  Cambridge University Press eBooks · 2022 · 10.1017/9781009025096.003

• Generalization in Deep Learning

  Cambridge University Press eBooks · 2022 · 10.1017/9781009025096.003

• Generalization in Deep Learning

  Cambridge University Press eBooks · 2022 · 10.1017/9781009025096.003

• GraphMix: Improved Training of GNNs for Semi-Supervised Learning

  Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 10.1609/aaai.v35i11.17203

• GraphMix: Improved Training of GNNs for Semi-Supervised Learning

  Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 10.1609/aaai.v35i11.17203

• Deep Kronecker neural networks: A general framework for neural networks with adaptive activation functions

  Neurocomputing · 2021 · 10.1016/j.neucom.2021.10.036

• Deep Kronecker neural networks: A general framework for neural networks with adaptive activation functions

  Neurocomputing · 2021 · 10.1016/j.neucom.2021.10.036

• Deep Kronecker neural networks: A general framework for neural networks with adaptive activation functions

  Neurocomputing · 2021 · 10.1016/j.neucom.2021.10.036

• GraphMix: Improved Training of GNNs for Semi-Supervised Learning

  Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 10.1609/aaai.v35i11.17203

• Interpolation Consistency Training for Semi-supervised Learning

  Neural Networks · 2019 · 10.1016/j.neunet.2021.10.008

• Interpolation Consistency Training for Semi-supervised Learning

  Neural Networks · 2019 · 10.1016/j.neunet.2021.10.008

• Interpolation Consistency Training for Semi-supervised Learning

  Neural Networks · 2019 · 10.1016/j.neunet.2021.10.008

• Adaptive activation functions accelerate convergence in deep and physics-informed neural networks

  Journal of Computational Physics · 2019 · https://doi.org/10.1016/j.jcp.2019.109136

• Size‐Tailored ZnO Submicrometer Spheres: Bottom‐Up Construction, Size‐Related Optical Extinction, and Selective Aniline Trapping

  Advanced Materials · 2011 · 10.1002/adma.201100078

• Size‐Tailored ZnO Submicrometer Spheres: Bottom‐Up Construction, Size‐Related Optical Extinction, and Selective Aniline Trapping

  Advanced Materials · 2011 · 10.1002/adma.201100078

• Size‐Tailored ZnO Submicrometer Spheres: Bottom‐Up Construction, Size‐Related Optical Extinction, and Selective Aniline Trapping

  Advanced Materials · 2011 · 10.1002/adma.201100078

• Preparation of carbon quantum dots with tunable photoluminescence by rapid laser passivation in ordinary organic solvents

  Chemical Communications · 2010 · https://doi.org/10.1039/c0cc03552a

• Selective Pulsed Heating for the Synthesis of Semiconductor and Metal Submicrometer Spheres

  Angewandte Chemie International Edition · 2010 · 10.1002/anie.201002963

• Catalyst-free fabrication of single crystalline boron nanobelts by laser ablation

  Chemical Physics Letters · 2003 · 10.1016/s0009-2614(02)01964-4

• Catalyst-free fabrication of single crystalline boron nanobelts by laser ablation

  Chemical Physics Letters · 2003 · 10.1016/s0009-2614(02)01964-4

• Catalyst-free fabrication of single crystalline boron nanobelts by laser ablation

  Chemical Physics Letters · 2003 · 10.1016/s0009-2614(02)01964-4

• Lymphoplasmacytic sclerosing pancreatitis with cholangitis: A variant of primary sclerosing cholangitis extensively involving pancreas

  Human Pathology · 1991 · https://doi.org/10.1016/0046-8177(91)90087-6

Current projects

No projects listed.