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

3 results for “explainable-by-design”

XEM: An Explainable-by-Design Ensemble Method for Multivariate Time Series Classificationcs.LG

XEM improves multivariate time series classification with explainable models.

problem Multivariate time series classification challenges.

method Hybrid ensemble method combining explicit boosting-bagging and implicit divide-and-conquer.

result XEM outperforms state-of-the-art MTS classifiers on public datasets.

time series classification ensemble methods explainable models bias-variance trade-off hybrid approach

2020-05-07abs ↗pdf ↗

Regionally Additive Models: Explainable-by-design models minimizing feature interactionscs.LG

RAMs improve GAMs' accuracy by fitting components to subregions of feature space.

problem Subpar accuracy in GAMs due to inability to capture feature interactions.

method Identify subregions of feature space where interactions are minimized, fitting one component per subregion.

result RAMs offer improved expressiveness compared to GAMs while maintaining interpretability.

Regionally Additive Models explainable-by-design feature interactions subregions univariate functions

2023-09-21abs ↗pdf ↗

Interpretable Sequence Learning for COVID-19 Forecastingcs.LG

Model predicts COVID-19 progression with interpretability.

problem Accurate and credible forecasting of COVID-19 progression.

method Integrates machine learning into disease modeling, uses interpretable encoders.

result More accurate forecasts than state-of-the-art alternatives.

COVID-19 forecasting machine learning compartmental modeling explainability

2020-08-03abs ↗pdf ↗