Author

Manjia Lin

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Preprint Aug 2026

PushDualGen: Enabling LLMs to Generate Semantic IDs with Interpretable Copy for Industrial Push Recommendation

Push recommendation in KuaiShou proactively delivers personalized content to nearly one billion users to facilitate their engagement. Recently, generative recommendation has achieved end-to-end user personalization through semantic ID. However, their black- box characteristics make recommendation logics difficult to tr...

Manjia Lin, Da Li, Yan Wang et al. · 0 citations

Conference Open access Sep 2026

Dual-Channel Semantic-Enhanced Combinatorial Medication Recommendation via Knowledge Distillation

The Dual-Channel Semantics-Enhanced Network (DCSENet) is proposed, a novel dual-channel framework that explicitly incorporates context-rich clinical narratives knowledge and introduces an attention-map-based knowledge distillation mechanism that efficiently transfers semantic knowledge from the LMs into an identifier-b...

Jia-Wei Wen, Jia-Bao Guo, Z. Bai et al. · Proceedings of the Thirty-Fi... · 0 citations