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

Trend · papers per month

count % of corpus

2 results for “mutation-validation”

Empirical Comparison between Cross-Validation and Mutation-Validation in Model Selectioncs.LG

Study compares mutation validation and cross-validation for model selection.

problem Comparing model selection methods for generalization performance and computational efficiency.

method Empirical comparison using benchmark and real-world datasets with Bayesian tests.

result Both methods select models with equivalent generalization performance but MV selects simpler models and is computationally cheaper.

model selection cross-validation mutation-validation generalization machine learning

2023-11-23abs ↗pdf ↗

Model Validation Using Mutated Training Labels: An Exploratory Studycs.LG

We introduce an exploratory study on Mutation Validation (MV), a model validation method using mutated training labels for supervised learning. MV mutates training data labels, retrains the model against the mutated data, then uses the metamorphic relation that captures the consequent training performance changes to as…

2019-05-24abs ↗pdf ↗