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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 “quantile-of-quantiles”

One-Shot Federated Conformal Predictionstat.ML

One-shot federated learning method for prediction sets.

problem Constructing prediction sets in a one-shot federated learning setting.

method Quantile-of-quantiles estimator for one-shot federated learning with privacy.

result Achieves desired coverage and length similar to centralized setting.

federated learning conformal prediction privacy one-shot quantile-of-quantiles

2023-02-13abs ↗pdf ↗

Marginal and training-conditional guarantees in one-shot federated conformal predictionmath.ST

Study efficient algorithms for one-shot federated conformal prediction.

problem Valid prediction sets in one-shot federated learning.

method Quantile-of-quantiles family of estimators and split conformal prediction.

result No significant loss in coverage and length compared to centralized setting.

federated learning conformal prediction order statistics Beta-Beta distribution

2024-05-21abs ↗pdf ↗

Probabilistically robust conformal predictioncs.LG

This paper improves conformal prediction to be robust to perturbations.

problem Ensuring robustness of conformal prediction to natural and adversarial perturbations.

method Probabilistically robust conformal prediction (PRCP) and its adaptive version (aPRCP).

result aPRCP achieves better trade-offs between nominal performance and robustness.

conformal prediction robustness deep learning machine learning coverage

2023-07-31abs ↗pdf ↗