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Date-Aware Temporal Adaptation

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Date-Aware Temporal Adaptation

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A technique applied to temporal attention mechanisms where token distance is calculated using precise acquisition dates instead of fixed sequence indices to handle irregular time series data.

Why It Matters

This adaptation directly addresses the critical issue of temporal irregularity inherent in real-world satellite imagery acquisition, making the models robust to unaligned time steps.

Evidence

we develop temporal adaptations of dual-form mechanisms that compute token distances based on actual acquisition dates rather than sequence indices.

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