Author

Sangui Jian

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Conference Open access Sep 2026

Attention as Selection: Semantic-Guided Time Series Forecasting

This work defines cross-modal attention as a selection process, where semantic prompts are employed to induce a sparse temporal attribution distribution over temporal positions and employs low-entropy regularization alongside global cross-modal consistency constraints to regulate the selection behavior.

Xue-Yun Luo, Qiang Lu, Sangui Jian et al. · Proceedings of the Thirty-Fi... · 0 citations