arxivcs.LGcs.AIcs.IT2026-07-17
Capacity and Redundancy Trade-offs in Multi-Task Learning
In multi-task learning (MTL) negative transfer is often considered as an optimization artifact, but it can also be viewed as a consequence of limited shared capacity and weak task redundancy. We investigate this effect through a Capacity--Redundancy (CR) identity that decomposes…