Research
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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,932 papers · 148 categories

Trend · papers per month

0111 · May 201919922001200920172026
2 results for intent-to-treat

Estimates treatment effects with machine learning using instruments in A/B tests.

problem Estimating heterogeneous treatment effects with unobserved confounders in A/B tests.
method Develops a statistical learning approach using machine learning methods and auxiliary models.
result Shows robustness of estimated effect model to auxiliary model errors and provides asymptotic normality for parameter estimates.

Combines IV and observational data to estimate CATEs with low compliance and unobserved confounding.

problem Estimating CATEs in personalized medicine and analytics with observational data and weak IVs.
method Two-stage framework: first learns biased CATEs from observational data, then corrects using IV data.
result Effective in estimating CATEs with low compliance and unobserved confounding.