What is the most critical hyperparameter to focus on during this limited time, and how would you approach its optimization?

The learning rate has the most significant impact on model performance. I would start by analyzing the current learning rate’s effect on training speed and convergence. If it’s too high, reduce it until the training process becomes stable. Conversely, if it’s too low, increase it cautiously to avoid overshooting.