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Author

Enze Liu

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Identifying AI Web Scrapers Using Canary Tokens

This paper proposes a novel technique for accurately and automatically inferring LLM-related scrapers and demonstrates that the approach can reliably identify which scrapers feed which LLM, including several that are not publicly known or disclosed by the companies.

Steven Seiden, Triss Ren, Caroline Zhang et al. · 0 citations
Book Open access Aug 2026

Collaborative Memory Augmentation for Generative Recommendation

Empirical evaluations demonstrate that OMEGA significantly outperforms existing advanced GR models, validating the potential of external memory as a complement to the generative paradigm.

Enze Liu, Zhen Tian, W. Zhao · 1 citation

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