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Certifying Residual Architectures from Their Primitives: A Sharp Stability Threshold

Gu, Hyemin et al.
arXiv (All) · Papers
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machine-learning
Whether a deep residual architecture trains stably is usually determined by training it, which is expensive and answers the question only for the architecture, depth, and floating-point format tested. In practice, stability is secured by heuristics for where to place normalization and which type to
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