On-device research index

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.

168,657 papers · 148 categories

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2 results for “DeepIV”

Regularized DeepIV with Model Selectioncs.LG

Proposes RDIV for IV estimation avoiding limitations of existing methods.

problem Nonparametric estimation of IV regressions with practical limitations.

method Tikhonov-regularized DeepIV regression with model selection.

result Matches state-of-the-art convergence rate and provides rigorous guarantees.

Instrumental Variable DeepIV Regularization Model Selection Tikhonov

2024-03-07abs ↗pdf ↗

Adaptive Estimation and Inference in Conditional Moment Models via the Discrepancy Principlestat.ML

New method for adaptive estimation and inference in econometric models without knowing smoothness.

problem Adaptive estimation and inference in ill-posed linear inverse problems with unknown smoothness.

method Discrepancy principle-based framework for adaptive hyperparameter selection.

result Achieves optimal rates in weak and strong metrics for linear functionals.

Adaptive Estimation Inference Discrepancy Principle Ill-posed Problems Conditional Moment Restrictions

2026-03-02abs ↗pdf ↗