Non-Interfering Weight Fields: Treating Model Parameters as a Continuously Extensible Function

Sarim Chaudhry

Large language models store all learned knowledge in a single, fixed weight vector. Teaching a model new capabilities requires modifying those same weights, inevitably degrading pr…