EvolveDetector: Towards an evolving fake news detector for emerging events with continual knowledge accumulation and transfer

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Yasan Ding, Bin Guo, Yan Liu, Yao Jing, Maolong Yin, Nuo Li, Hao Wang, Zhiwen Yu

Published: 2025, Last Modified: 31 Jan 2026Inf. Process. Manag. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We design a parameter-level knowledge transfer model for fake news detection.•We design an attention-based knowledge storing mechanism for lightweight storage.•Experiments show that EvolveDetector shows better generalizability on new events.