UTA: Universal Training Adaptive Learning Rate Decay.

arXiv:2610.35113v1 Announce Type: cross Abstract: Learning rate decay (LRD) is critical for training high-performance models, yet most designs remain empirically driven. Although the Universal Budget Aware (UBA) LRD offers a theoretical framework, its reliance