Further reading

The standard OCO and regularization background for these deliberately compact OCO chapters is provided by Shalev-Shwartz [ 2012 ] , Hazan [ 2023 ] , and McMahan [ 2011 ] . The operadic account of convexity is due to Haderi et al. [ 2024 ] ; enriched Kan extensions are developed by Kelly [ 1982 ] . Proximal and graphical-derivative foundations appear in Rockafellar [ 1976 , 1989 ] . The universal accumulation, typed tangent separation, and decision-theoretic interpretation given here are the UODL contribution.