Most of this is just noise.
Adding a gating network complicates predictions without necessarily offering a controllable advantage over basic methods.
It is an additional layer that introduces risks of opacity and over-optimization, which is counterproductive in investment analysis.
For example, a gating network adding dynamic weights to existing models makes them more complex and potentially fragile to market changes, such as a new South Korean regulation.