active learning 1adversarial robustness 1bayesian decision theory 1experimental design 1sequential decision making 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.LG2026
Robust Bayesian Decision Making under Adversarial Uncertainty
Haripriya Harikumar, Sammie Katt, Yasir Zubayr Barlas +1
The paper proposes a Bayesian experimental design framework that accounts for worst‑case hidden effects, aiming to make downstream decisions stable and reliable even under adversar…
stat.ML2025
Robust Experimental Design via Generalised Bayesian Inference
Yasir Zubayr Barlas, Sabina J. Sloman, Samuel Kaski
Bayesian optimal experimental design is a principled framework for conducting experiments that leverages Bayesian inference to quantify how much information one can expect to gain…
cs.LG2025
Performance Comparisons of Reinforcement Learning Algorithms for Sequential Experimental Design
Yasir Zubayr Barlas, Kizito Salako
Recent developments in sequential experimental design look to construct a policy that can efficiently navigate the design space, in a way that maximises the expected information ga…