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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.

168,878 papers · 148 categories

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0111 · Jul 201919922001200920172026
1 result for “meta-identification”
General Control Functions for Causal Effect Estimation from Instrumental Variablescs.LG

Develops methods to estimate causal effects using instrumental variables.

problem Estimating causal effects from observational data with confounders.
method General Control Function (GCF) method, variational decoupling (VDE), semi-supervised GCF.
result General control functions can be constructed to estimate causal effects without strong assumptions.
causal inferenceinstrumental variablescontrol functionsregressionmeta-identification
2019-07-08abs ↗pdf ↗