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stat.ML2026
Semi-Amortized Bayesian Inference with Reusable Local Posteriors
Niek Stevenson, Paul-Christian Bürkner, Andrew Heathcote +1
Amortized Bayesian inference uses simulations to perform Bayesian estimation when likelihoods are expensive or analytically unavailable. However, learning the full joint posterior…
stat.ML2026
CogFormer: Learn All Your Models Once
Jerry M. Huang, Lukas Schumacher, Niek Stevenson +1
Simulation-based inference (SBI) with neural networks has accelerated and transformed cognitive modeling workflows. SBI enables modelers to fit complex models that were previously…