Sabina Sloman (@sabinasloman.bsky.social)

If you're interested in Bayesian experimental design and model misspecification, check out our recent paper proposing a robust acquisition function: arxiv.org/abs/2506.07805. This work was led by Roubing Tang, who will present it at AISTATS2026! Joint work with Roubing and @samikaski.bsky.social

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Representative, Informative, and De-Amplifying: Requirements for Robust Bayesian Active Learning under Model Misspecification In many science and industry settings, a central challenge is designing experiments under time and budget constraints. Bayesian Optimal Experimental Design (BOED) is a paradigm to pick maximally infor... https://arxiv.org/abs/2506.07805