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gradient descent convergence

3 papers

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gradient descent (3) convergence rate (2) turing instability (1) reaction-diffusion model (1) non-homogeneous pattern (1) complex-valued neuron (1) learnability analysis (1) adversarial interaction (1) pattern formation (1) complex-valued neural network (1)

Papers

Complex-valued Neurons Can Learn More but Slower than Real-valued Neurons via Gradient Descent NeurIPS 2023 Over-Parameterization Exponentially Slows Down Gradient Descent for Learning a Single Neuron COLT 2023 Why Adversarial Interaction Creates Non-Homogeneous Patterns: A Pseudo-Reaction-Diffusion Model for Turing Instability AAAI 2021