Zeyi Chen

Semi-Autoregressive Energy Flows: Exploring Likelihood-Free Training of Normalizing Flows

Training normalizing flow generative models can be challenging due to the need to calculate computationally expensive determinants of Jacobians. This paper studies the likelihood-free training of flows and proposes the energy objective, an alternative sample-based loss based on proper scoring rules.…