We jointly amortize Bayesian inference and active data acquisition within a single architecture. Excited to share our #NeurIPS2025 ✨Spotlight✨ paper “ALINE: Joint Amortization for Bayesian Inference and Active Data Acquisition”! www.huangdaolang.com/aline/

@lacerbi.bsky.social wrote a very nice summary post of our paper here if anyone missed it: bsky.app/profile/lace... I can give some more behind-the-scenes information. 🧵

1/ Introducing ACE (Amortized Conditioning Engine)! Our new AISTATS 2025 paper presents a transformer framework that unifies tasks from image completion to BayesOpt & simulator-based inference under *one* probabilistic conditioning approach. It's Bayes all the way down!

Interested in amortization + experimental design + decision making? #NeurIPS2024 Come by to our poster, starting soon (11-2, East Hall)! NeurIPS link: neurips.cc/virtual/2024... Paper: openreview.net/forum?id=zBG... with @huangdaolang.bsky.social Yujia Guo @samikaski.bsky.social

I am at #NeurIPS2024 and looking for postdocs. Feel free to reach out if you want to discuss! We have also other positions: fcai.fi/winter-calls.... My slightly outdated home page is: kaski-lab.com

1/ Hi all, I am at #NeurIPS2024 and I will be hiring a postdoc in probabilistic machine learning starting asap. Research interests: amortized, approximate & simulator-based inference, Bayesian optimization, and AI4science. Get in touch for a chat or come to our posters today 11AM or Friday 11AM!

Optimizing decision utility in Bayesian experimental design is key to improving downstream decision-making. Excited to share our #NeurIPS2024 paper on Amortized Decision-Aware Bayesian Experimental Design: arxiv.org/abs/2411.02064 @lacerbi.bsky.social @samikaski.bsky.social Details below.

1/ Excuse me, can I interest you in eliciting your beliefs as flexible probability distributions? No worries, we only need pairwise comparisons or rankings, no personal details. Led by **Petrus Mikkola** and joint with **Arto Klami**, to be presented soon at @neuripsconf.bsky.social #NeurIPS2024