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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3 results for “self-validating”

A Randomized Permutation Whole-Model Test Heuristic for Self-Validated Ensemble Models (SVEM)stat.ME

A new test validates ensemble models against the null hypothesis.

problem Validating ensemble models against the null hypothesis of a constant response.

method Randomized permutation test on SVEM model predictions.

result The test maintains Type I error rate even with more parameters than observations.

ensemble models self-validation randomized permutation Mahalanobis distance power analysis

2024-05-18abs ↗pdf ↗

A machine learning approach to automation and uncertainty evaluation for self-validating thermocouplesphysics.ins-det

Machine learning identifies melting points in thermocouples for automatic calibration.

problem Manual calibration of thermocouples is error-prone and time-consuming.

method Machine learning approach to recognize and quantify the melting point of thermocouples.

result 100% accuracy in detecting melting points and high R2 of 0.99 for calibration drift predictions.

thermocouples machine learning self-validating calibration drift melting point

2025-10-21abs ↗pdf ↗

Will Artificial Intelligence supersede Earth System and Climate Models?stat.ML

NESYM combines AI and Earth models for new climate insights.

problem Replacing traditional Earth models with AI.

method Neural Earth System Modelling (NESYM) integrating AI and climate models.

result Artificial intelligence may render traditional models obsolete.

Neural Earth System Modelling NESYM AI Earth System Models Climate Models

2021-01-22abs ↗pdf ↗