neural tangent kernels
PulseAugur coverage of neural tangent kernels — every cluster mentioning neural tangent kernels across labs, papers, and developer communities, ranked by signal.
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SPARK method accelerates decentralized federated learning with stable NTK updates
Researchers have developed SPARK, a novel method to improve the convergence speed and stability of decentralized federated learning (DFL) under heterogeneous data conditions. SPARK utilizes a stage-wise annealed soft-la…
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Feynman Diagrams Used to Calculate Finite-Width Neural Network Kernel Corrections
Researchers have developed a novel method using Feynman diagrams to compute finite-width corrections to neural tangent kernels (NTKs). This approach simplifies algebraic manipulations and enables layer-wise recursion re…
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ReLU network analysis links Fisher information to spherical harmonics
Researchers have analyzed the Fisher information matrices of simple two-layer ReLU neural networks with random hidden weights. They found that the eigenvalue distribution concentrates significantly on specific eigenspac…
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Researchers propose deep kernel video approximation for unsupervised action segmentation
Researchers have developed a novel method for unsupervised action segmentation in videos, particularly useful for scenarios where large datasets cannot be stored or are restricted. The technique involves learning within…