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Learning Rate Schedule

3 papers across 2 sessions

Poster Session 4

1 paper
Thursday, December 4, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Scaling Law with Learning Rate Annealing
#4014 · Howe Tissue, Venus Wang, Lu Wang

A new scaling law formula with learning rate annealing that can fit and predict full loss curves.

Poster Session 6

2 papers
Friday, December 5, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Stepsize anything: A unified learning rate schedule for budgeted-iteration training
#903 · Anda Tang, Yiming Dong, Yutao Zeng, zhou Xun, Zhouchen Lin
Functional Scaling Laws in Kernel Regression: Loss Dynamics and Learning Rate Schedules
#5108 Spotlight · Binghui Li, Fengling Chen, Zixun Huang, Lean Wang, Lei Wu

We introduce a Functional Scaling Law that predicts full SGD loss dynamics under arbitrary learning rate schedules.