A single pseudo-cost algorithm unifies online conversion under known, notified, unknown, and predicted horizons, with new guarantees under per-step rate limits.
Online Conversion with Switching Costs: Robust and Learning-augmented Algorithms
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Knowing When to Stop Matters: A Unified Algorithm for Online Conversion under Horizon Uncertainty
A single pseudo-cost algorithm unifies online conversion under known, notified, unknown, and predicted horizons, with new guarantees under per-step rate limits.