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PQMass: Probabilistic Assessment of the Quality of Generative Models using Probability Mass Estimation

Lemos, Pablo et al.
arXiv (OAI Expanded) · Papers
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artificial-intelligencemachine-learningmethodology
We propose a likelihood-free method for comparing two distributions given samples from each, with the goal of assessing the quality of generative models. The proposed approach, PQMass, provides a statistically rigorous method for assessing the performance of a single generative model or the comparis
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