In non-stationary online structured prediction, cumulative target loss is bounded by F_T + O(1 + P_T) using dynamic regret of OGD combined with surrogate-gap exploitation.
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Non-Stationary Online Structured Prediction with Surrogate Losses
In non-stationary online structured prediction, cumulative target loss is bounded by F_T + O(1 + P_T) using dynamic regret of OGD combined with surrogate-gap exploitation.