Proposes time-ordered splitting to avoid leakage, the Taoke e-commerce cascade dataset with conversion signals, and the lightweight CasTemp model using temporal walks and attention for efficient SOTA cascade popularity prediction.
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Beyond Leakage and Complexity: Towards Realistic and Efficient Information Cascade Prediction
Proposes time-ordered splitting to avoid leakage, the Taoke e-commerce cascade dataset with conversion signals, and the lightweight CasTemp model using temporal walks and attention for efficient SOTA cascade popularity prediction.