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Preprint Aug 2026

SITA: Semantic Interest Tokens for Target-Aware Compression in Long-Sequence Recommendation

SITA enables target-aware compression by organizing compressed interests into semantic structures through semantic identifiers learned via parallel semantic quantization, conditioned on the semantic identifier of the target item, and adaptively aggregates the corresponding structured interests to construct the target-s...

Rui Zhou, Bo Chen, Qinglin Jia et al. · 0 citations

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