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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.

168,742 papers · 148 categories

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3 results for “Multi-event”

E Pluribus Unum Ex Machina: Learning from Many Collider Events at Oncephysics.data-an

Combining multiple collider events improves machine learning performance.

problem Improving machine learning for collider physics.

method Study of single-event vs multi-event classifiers under IID assumption.

result Training single-event classifiers is more effective than multi-event classifiers.

Collider Physics Machine Learning Independent Events Optimal Classification Regression Tasks

2021-01-18abs ↗pdf ↗

A meaningful prediction of functional decline in amyotrophic lateral sclerosis based on multi-event survival analysisq-bio.QM

Study predicts when ALS patients will lose speech, swallowing, etc. based on covariates.

problem Predicting when ALS patients will experience significant functional decline.

method Multi-event survival analysis, covariate-based models.

result Covariate-based models outperform Kaplan-Meier estimator in predicting time-to-event outcomes.

Amyotrophic lateral sclerosis Survival analysis Functional decline Multi-event Covariate-based models

2025-06-02abs ↗pdf ↗

SurvTRACE: Transformers for Survival Analysis with Competing Eventscs.LG

SurvTRACE uses transformers to analyze survival times with competing events.

problem Analyzing survival times with multiple competing events and confounders.

method Transformer-based model for survival analysis, handling competing events and confounders.

result SurvTRACE outperforms existing methods in multi-event scenarios.

survival analysis transformers competing events multi-task learning interpretable attention

2021-10-02abs ↗pdf ↗