Author

Asif Khan

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Jul 2026

Capacity and Redundancy Trade-offs in Multi-Task Learning

A Capacity--Redundancy (CR) identity is investigated that decomposes the sum of per-task predictive informations into joint predictive information that includes label redundancy defined via total correlation (TC), and a residual coupling term that quantifies interference left unresolved by the shared representation.

Asif Khan · arXiv.org · 0 citations