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.

169,341 papers · 148 categories

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5 results for “benefit-risk”

A Unified Causal Inference Framework for the Desirability of Outcome Ranking Paradigm in Benefit-Risk Evaluationstat.ML

Unified framework estimates desirability of outcome ranking for benefit-risk evaluation.

problem Estimating desirability of outcome ranking in randomized and observational studies.

method Unified covariate-adjusted causal inference framework, estimating conditional ordinal distributions through sequential risk-set hazards, and deriving efficient influence function (EIF).

result CVTMLE-SL showed strongest performance across various settings.

causal inference benefit-risk evaluation DOOR probability randomized trials observational studies

2026-08-05abs ↗pdf ↗

Risk-Aware Quantile Learning for Personalized Dynamic Treatment Regimesstat.ME

Unified framework for optimizing treatment quantiles considering risk and efficacy.

problem Maximizing treatment outcomes while controlling risk in sequential clinical decisions.

method Risk-Aware Quantile Dynamic Treatment Regimes (RQDTR) framework that optimizes a prespecified quantile of the cumulative potential outcome while incorporating treatment-related risk.

result Improves tail-oriented efficacy and achieves more favorable benefit-risk trade-offs compared to existing methods.

quantile dynamic treatment regimes risk-aware benefit-risk clinical decision-making efficacy

2026-08-05abs ↗pdf ↗

Report for the Edinburgh Tram Inquiryq-fin.GN

Report assesses Edinburgh tram project's risk management.

problem Projects often exceed costs and timelines, underperforming intended benefits.

method Describes and evaluates risk assessment and management for the Edinburgh tram.

result Careful consideration of cost, schedule, and benefit risks is crucial for megaprojects.

risk assessment risk management infrastructure megaprojects optimism bias

2018-04-02abs ↗pdf ↗

Some remarks on the effect of risk sharing and diversification for infinite mean risksq-fin.RM

Insurance benefits risk sharing for finite mean risks but not for infinite mean risks.

problem The effect of risk sharing and diversification for infinite mean risks.

method Investigation of risk sharing and diversification for infinite mean models, including stable, Pareto, and Fréchet distributions.

result Risk sharing can have a negative effect for infinite mean models, a phenomenon known as the nondiversification trap.

risk sharing diversification infinite mean nondiversification trap stable distributions

2024-11-15abs ↗pdf ↗

AI in Pharma for Personalized Sequential Decision-Making: Methods, Applications and Opportunitiesstat.ME

AI enhances personalized drug development and decision-making in pharma.

problem Traditional drug development lacks personalized treatment plans.

method Application of AI in drug discovery, clinical trials, and post-marketing assessment.

result AI improves personalized medicine, optimizing health outcomes.

AI in Pharma Personalized Medicine Machine Learning Drug Development Clinical Trials

2023-11-30abs ↗pdf ↗