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Parallel sampling strategies in masked diffusion models are not one-size-fits-all; their effectiveness hinges on the underlying graph structure.
Delta-based reformulation boosts hour-ahead load forecasting accuracy by over 50%, reshaping how we approach electricity demand prediction.