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Shoji Toyota

2 accepted papers

2025

Compositional simulation-based inference for time series

ICLR 2025poster

Amortized simulation-based inference (SBI) methods train neural networks on simulated data to perform Bayesian inference. While this strategy avoids the need for tractable likelihoods, it often requires a large number of simulations and has been challenging to scale to time series data. Scientific s…