Ziming Liu explains loss spikes: only the middle phase spikes as effective LR crosses critical LR

ZimingLiu11 · x · 2026-11-01

In a research thread, Ziming Liu explains why training loss spikes occur only in the middle phase: effective learning rate cycles — it rises past the critical learning rate, triggers a spike, drops, then recovers. Phase-boundary slopes near 1 suggest the loss-landscape bottom can't be approximated by a quadratic model (which would give slope 3).

Related event: KAN author Ziming Liu's new paper: loss spikes are predictable, quadratic loss picture overturned(10 posts)→

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