ICE-BeeM: Identifiable Conditional Energy-Based Deep Models

Ilyes Khemakhem
Ilyes Khemakhem
Ricardo Pio Monti
Ricardo Pio Monti
Aapo Hyvärinen
Aapo Hyvärinen
Cited by: 12|Views5

Abstract:

Despite the growing popularity of energy-based models, their identifiability properties are not well-understood. In this paper we establish sufficient conditions under which a large family of conditional energy-based models is identifiable in function space, up to a simple transformation. Our results build on recent developments in the th...More

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