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Asness, Andrea Frazzini, Ronen Israel, Tobias J

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Benchmarking Deep Time Series Models for Equity Portfolios

math.OC · 2026-06-08 · unverdicted · novelty 5.0

Benchmark of 15 time-series architectures on equity portfolios finds no model dominates, with TransEnc-8 at 0.352 rank-1 acceptability and all promoted models showing negative net Sharpe at 20 bps costs under constraints.

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  • Benchmarking Deep Time Series Models for Equity Portfolios math.OC · 2026-06-08 · unverdicted · none · ref 23

    Benchmark of 15 time-series architectures on equity portfolios finds no model dominates, with TransEnc-8 at 0.352 rank-1 acceptability and all promoted models showing negative net Sharpe at 20 bps costs under constraints.