The single point of failure lies in dependence on weights dynamically calculated by a gating network.
Where is the proof that these weights are robust against outlier data or subtle market changes, especially in venture capital prediction?
Stress-test this: if a minor textual factor is overweighted, it could distort the prediction in an untraceable way, similar to how a small variation in oil inventory data can cause disproportionate volatility.
Algorithmic complexity, without explicit transparency on evidence fusion, is not an improvement but a vulnerability.
Simpler basic methods often offer better interpretability, essential for investment decisions like funding a startup in its early stage.