2 papers
cs.AI2026
Certified Policy Optimisation for Nested Causal Bandits via PAC-Bayes Risk
Tim Woydt, Paul-David Zuercher
Critical sequential decisions are rarely single-timescale: a strategic decision causally shapes the context in which every subsequent tactical choice is made; standard bandit and r…
stat.ML2025
Multi-Objective Causal Bayesian Optimization
Shriya Bhatija, Paul-David Zuercher, Jakob Thumm +1
In decision-making problems, the outcome of an intervention often depends on the causal relationships between system components and is highly costly to evaluate. In such settings,…