Torchntk: A library for calculation of neural tangent kernels of pytorch models
We introduce torchNTK, a python library to calculate the empirical neural tangent kernel
(NTK) of neural network models in the PyTorch framework. We provide an efficient method to …
(NTK) of neural network models in the PyTorch framework. We provide an efficient method to …
A kernel analysis of feature learning in deep neural networks
A Canatar, C Pehlevan - 2022 58th Annual Allerton Conference …, 2022 - ieeexplore.ieee.org
Deep neural networks learn useful representations of data, yet the nature of these
representations has not been fully understood. Here, we empirically study the kernels …
representations has not been fully understood. Here, we empirically study the kernels …
Enhancing Critical Infrastructure Cybersecurity: Collaborative DNN Synthesis in the Cloud Continuum
L Gupta, G Yao - arXiv preprint arXiv:2405.14074, 2024 - arxiv.org
Researchers are exploring the integration of IoT and the cloud continuum, together with AI to
enhance the cost-effectiveness and efficiency of critical infrastructure (CI) systems. This …
enhance the cost-effectiveness and efficiency of critical infrastructure (CI) systems. This …