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#monte-carlo-simulation

When Can a Machine Trust a Statute? A Survival Certificate for Machine-Extracted Legal Logic

arXiv cs.AI · 23h ago Cached

This paper presents a survival certificate for certifying logical implications in machine-extracted statutory data, using statistical methods to handle extractor disagreement and validating on real-world legal corpora.

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#monte-carlo-simulation

Selection Bias Correction in Retail Intelligence

arXiv cs.AI · 6d ago Cached

This simulation study quantifies selection bias in retail inflation estimation and compares correction methods, finding that stratification generally outperforms inverse probability weighting in long-tail contexts with severe positivity violations.

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#monte-carlo-simulation

Optimality of Sequential Filtering Under Independent Cost and Selectivity Models

arXiv cs.LG · 2026-06-09 Cached

This paper formalizes the problem of ordering filters in sequential filtering pipelines under independent cost and selectivity models, proving that ordering by increasing ratio of cost to rejection probability is optimal. Monte Carlo simulations demonstrate that this ordering dominates common heuristics both in expectation and across the full distribution of outcomes.

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