Reviews: Piecewise Strong Convexity of Neural Networks
–Neural Information Processing Systems
Originality: I am not convinced that the contributions of this paper are more significant than that of [1], which have been cited in this paper already. Specifically, in comparison with [1] in Line 82, the authors state that these conclusions apply to a smaller set in weight space. I would appreciate it if the authors could quantify the difference here and have a discussion section to show the comparison with some form of mathematical comparison. Further, there have been quite a few papers that show convergence of GD on neural networks using something like strong convexity. Clarity The paper is written quite clearly and it is easy enough to follow the paper.
Neural Information Processing Systems
Jan-26-2025, 14:01:35 GMT
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