Unverified50% confidenceDecision RuleExact time
Larger batch sizes typically require higher learning rates (the linear scaling rule).
1
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50%
Confidence
Long-term
Relevance
8/17/2026
First Seen
Sources
深度学习入门路线图：从数学基础到PyTorch实战完整指南
Related Claims
UnverifiedWhen batch size increases, it is generally necessary to increase the learning rate accordingly following the linear scaling rule.78% similarUnverifiedThe learning rate determines how large each step is: too large causes overshooting the valley bottom and divergence, while too small makes training extremely time-consuming.74% similar
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