Stability & Generalisation of Gradient Descent for Shallow Neural Networks without the Neural Tangent Kernel

Dominic Richards, Ilja Kuzborskij. Stability & Generalisation of Gradient Descent for Shallow Neural Networks without the Neural Tangent Kernel. In Marc'Aurelio Ranzato, Alina Beygelzimer, Yann N. Dauphin, Percy Liang, Jennifer Wortman Vaughan, editors, Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, NeurIPS 2021, December 6-14, 2021, virtual. pages 8609-8621, 2021. [doi]

Abstract

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