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Author

Ruiming Tang

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Preprint Sep 2026

Inherit4Rec: Parameter Inheritance for Efficient Scaling of Recommendation Models

Scaling model capacity has emerged as an effective approach to overcoming performance bottlenecks in industrial recommender systems. However, repeatedly training larger dense models from scratch demands substantial data and time, while their growing computation conflicts with the strict serving budgets of industrial sy...

Rui-Hao Zhang, Bo Chen, Xiao Wang et al. · 0 citations
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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