most citedSequential Neural Likelihood: Fast Likelihood-free Inference with Autoregressive Flows

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stat.ML2018★ 69 cited

Sequential Neural Likelihood: Fast Likelihood-free Inference with Autoregressive Flows

George Papamakarios, David C. Sterratt, Iain Murray

We present Sequential Neural Likelihood (SNL), a new method for Bayesian inference in simulator models, where the likelihood is intractable but simulating data from the model is po…