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stat.ML2017★ 8 cited
Faithful Inversion of Generative Models for Effective Amortized Inference
Stefan Webb, Adam Golinski, Robert Zinkov +4
Inference amortization methods share information across multiple posterior-inference problems, allowing each to be carried out more efficiently. Generally, they require the inversi…
stat.ML2016★ 15 cited
Composing inference algorithms as program transformations
Robert Zinkov, Chung-chieh Shan
Probabilistic inference procedures are usually coded painstakingly from scratch, for each target model and each inference algorithm. We reduce this effort by generating inference p…