Liyuan Liu (Lucas)
Liyuan Liu
Home
Goal
Publications
Selected
Full List
Honors
Highlights
All Honors
Activities
Services
Experience
Contact
Blog
CV
Warmup
On the Variance of the Adaptive Learning Rate and Beyond
The learning rate warmup heuristic achieves remarkable success in stabilizing training, accelerating convergence and improving generalization for adaptive stochastic optimization algorithms like RMSprop and Adam. Here, we study its mechanism in …
Cite
×