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wind- and slope-conditioned attention bias

technology1 mentionslast seen Sep 21, 2026

Modular augmentation for wildfire prediction that exposes prescribed directional preferences.

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SwinUNETRdepends onwind- and slope-conditioned attention bias88% confidence1 source
mixed ensemble modeldepends onwind- and slope-conditioned attention bias87% confidence1 source
wind- and slope-conditioned attention biasapplies towildfire prediction85% confidence1 source

wind- and slope-conditioned attention bias

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wind- and slope-conditioned attention biasapplies towildfire prediction

85% confidence1 supporting mentions

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preprintarXivSep 18, 2026Modular Deep Learning Mechanisms for Auditable Next-Day Wildfire Spread Prediction
wind- and slope-conditioned attention biases, physics-feature retrieval-augmented output correction, and fire conditioned dual-stream gating. The attention biases expose prescribed directional preferences, while the retrieval module selects historical tiles using a nine-dimensional environmental and fire-state descriptor