convergence proof

4 papers

• Beyond Value Functions: Single-Loop Bilevel Optimization under Flatness Conditions
• Exploring Landscapes for Better Minima along Valleys
• Robust Federated Finetuning of LLMs via Alternating Optimization of LoRA
• Stepsize anything: A unified learning rate schedule for budgeted-iteration training