2 papers
cs.AI2026
Planning under Distribution Shifts with Causal POMDPs
Matteo Ceriscioli, Karthika Mohan
In the real world, planning is often challenged by distribution shifts. As such, a model of the environment obtained under one set of conditions may no longer remain valid as the d…
stat.ME2024
Do Finetti: On Causal Effects for Exchangeable Data
Siyuan Guo, Chi Zhang, Karthika Mohan +2
We study causal effect estimation in a setting where the data are not i.i.d. (independent and identically distributed). We focus on exchangeable data satisfying an assumption of in…