3/ A flurry of existing SSL methods emerge from LDM as special cases under distinct choices of the latent model and entropy estimators. Specifically, we derive SimCLR, VICReg, CPC, BYOL/SimSiam, and JEPA from LDM, providing a unifying account of contrastive, non-contrastive, and stopgrad approaches.