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Attention Factors for Statistical Arbitrage

Elliot L. Epstein, Rose Wang, Jaewon Choi, Markus Pelger·2025

“In a comprehensive empirical study we show that our Attention Factor model achieves an out-of-sample Sharpe ratio above 4 on the largest U.S. equities over a 24-year period.”

AssetEquities
StrategyPairs trading
TechniqueLinear factor model
GeographyUS

Also stated: Sharpe ratio, Profit, out-of-sample test, costs

Missing from abstract: benchmark, multiple testing, universe

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The paper's neighbourhoodPairs trading and statistical arbitrage by year
■ equities■ crypto■ multi-asset■ commodities■ other assets2000200520106520155420207116This paper2025■ equities■ crypto■ multi-asset■ commodities■ other assets2000200520106520155420206This paper2025
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