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DeWu Technology
DeWu Technology
Jul 1, 2022 · Artificial Intelligence

Multi-Objective Ranking with Deep Interest Transformer for Tabular Product Recommendation

The Dewu app’s new multi‑objective ranking model replaces the shallow ESMM baseline with a DeepFM‑based MLP and a Deep Interest Transformer that encodes up to 120 recent user actions, adds a dedicated bias network, and fuses short‑ and long‑term interests, achieving modest CTR and CVR AUC improvements while planning future tab‑specific extensions.

CTRCVRbias net
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Multi-Objective Ranking with Deep Interest Transformer for Tabular Product Recommendation