Stefan T. Radev
stefanradev.bsky.social
Stefan T. Radev
@stefanradev.bsky.social
Assistant Professor at Rensselaer Polytechnic Institute (RPI)

Bayesian | Computational guy | Name dropper | Deep learner | Book lover

Opinions are my own.
Reposted by Stefan T. Radev
4/ Amortized Bayesian Workflow (Extended Abstract)

jointly led by @marvinschmitt.com and @chengkunli.bsky.social , and with @avehtari.bsky.social @paulbuerkner.com @stefanradev.bsky.social

MCMC + amortized methods for the best of both worlds (speed & guarantees!)

arxiv.org/abs/2409.04332
Amortized Bayesian Workflow (Extended Abstract)
Bayesian inference often faces a trade-off between computational speed and sampling accuracy. We propose an adaptive workflow that integrates rapid amortized inference with gold-standard MCMC techniqu...
arxiv.org
December 7, 2024 at 8:50 AM