FRI is only a tool for the architecture btw not the whole things . Have like more 4 to 5 tools like FRI for the working of the architecture. I have tested it mildly and it survived but gotta test it brutally and see whether it could or not .
I’m researching Continual Learning Governance: how AI can decide what to learn, what to protect, and when updates are risky.
A key tool is the Forgetting Risk Index (FRI), designed to predict catastrophic forgetting before an update happens.
Mathematically, FRI models forgetting as following in the picture
combining gradient interference, curvature, parameter importance, decision-margin fragility, and logit imbalance to predict pre-update damage to prior tasks.