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Gaussian regularizers like SIGReg can certify InfoNCE's optimal solutions but diverge significantly in their behavior away from the optimum, especially regarding nuisance channels and style retention.
HMM achieves a remarkable 34.3% improvement in retrieval success while only adding 2% to the model's parameters.
