Research
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.

168,695 papers · 148 categories

Trend · papers per month

count% of corpus
0111 · Nov 201919922001200920172026
5 results for “mistrust”
Bridging the Gap Between Climate Science and Machine Learning in Climate Model Emulationcs.LG

New framework bridges climate science and ML for easier climate model emulation.

problem High computational costs and mistrust of ML methods in climate models.
method Integrating climate science and machine learning perspectives to design easy-to-adopt emulators.
result Demonstrated reliability of emulators designed to address specific tasks.
climate modelsmachine learningemulationcomputational costsmistrust
2026-03-20abs ↗pdf ↗
Why Calibration Error is Wrong Given Model Uncertainty: Using Posterior Predictive Checks with Deep Learningcs.LG

New research shows calibration error is flawed when dealing with model uncertainty.

problem Current model evaluation techniques conflate model uncertainty with aleatoric uncertainty.
method Posterior predictive checks to evaluate deep learning models.
result Calibration error and variants are incorrect when model uncertainty is present.
model uncertaintycalibration errorposterior predictive checksdeep learning
2021-12-02abs ↗pdf ↗
Estimation and Inference for Causal Functions with Multiway Clustered Dataecon.EM

The paper develops methods for causal function estimation and inference with multiway clustered data.

problem Estimation and inference for causal functions under multiway clustering.
method Two-step procedure using machine learning for nuisance parameters and projection onto basis functions.
result Rejects the null hypothesis of uniformly zero effects and reveals heterogeneous treatment effects.
causal inferencemultiway clusteringNeyman-orthogonalmachine learningbootstrap
2024-09-10abs ↗pdf ↗