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Kernel logistic regression using truncated Newton method

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  1. RESEARCH · CL_257091 ·

    New research explores geometric optimization at the 'Edge of Stability' in associative memories

    Researchers have explored the geometric properties of high-capacity kernel logistic regression (KLR) associative memories, identifying a critical hyperparameter regime known as the "Ridge of Optimization." This region i…

  2. RESEARCH · CL_257089 ·

    Paper contrasts Gradient Descent and Natural Gradient Descent on KLR-trained Hopfield networks

    A new paper analyzes the geometry of learning dynamics in high-capacity associative memories, specifically Kernel Logistic Regression (KLR) trained Hopfield networks. It compares Gradient Descent (GD) and Natural Gradie…

  3. RESEARCH · CL_14418 ·

    Kernel Hopfield networks show high storage capacity, stability limits analyzed

    Researchers have analyzed the geometric properties and storage capacity limits of kernel Hopfield networks trained with Kernel Logistic Regression (KLR). Their experiments, using random sequences and CIFAR-10 image embe…