Research Pillars
Three pillars organize the work — and every note belongs to one.
- 01
Causal Inference
CATE · counterfactual · causal discovery · SCM · semiparametric · partial ID
Identifying what causes what — heterogeneous treatment effects and counterfactuals — with structural causal models, semiparametric estimation, and sensitivity / partial-identification under unobserved confounding.
51 notes - 02
Decision-Making under Uncertainty
bandits · RL · OPE · DTR/OTR · policy learning
Turning estimated effects into decisions — optimal policy learning, bandits and reinforcement learning, off-policy evaluation, and dynamic / optimal treatment regimes.
20 notes - 03
Personalization
HTE · targeting · recommendation · pricing
The through-line — individualized clinical treatment decisions and industry targeting, recommendation, and pricing as two sides of one methodological core.
20 notes