Explore cutting-edge research in causal inference and modeling during this 1 hour 35 minute oral session from the Uncertainty in Artificial Intelligence conference. Delve into four presentations covering diverse topics in causality: bounding causal effects under Markov equivalence, targeted reduction of causal models, characterizing interventions in causal games, and causally abstracted multi-armed bandits. Gain insights from leading researchers as they discuss novel approaches and methodologies for advancing our understanding of causal relationships in complex systems and decision-making processes.