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Author

Sangui Jian

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Aug 2026

PeCE: A Visual Analytics Paradigm for Enhancing Counterfactual Explanations.

A new analysis paradigm is proposed that reframes counterfactual explanation as an auditable and iterative investigative reasoning workflow and improves transparency and traceability in the counterfactual explanation process.

Qiang Lu, Hongfeng Wu, Sangui Jian et al. · 0 citations
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. · 0 citations

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