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BST: target-aware behavior-sequence attention for click ranking

Added Transformer encoding of historical clicked items plus the candidate item and relative-time position features to an embedding/MLP ranker, combining the encoded sequence with user, item and context features.

What is recorded here?

Added Transformer encoding of historical clicked items plus the candidate item and relative-time position features to an embedding/MLP ranker, combining the encoded sequence with user, item and context features.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

Specific target-aware CTR ranking integration, distinct from SASRec next-item causal prediction and BERT4Rec masked training. Reuses Wide & Deep and Transformer components. AUC, online CTR and response time are different metrics; deeper stacks were not uniformly better in the reported experiments.

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People and systems

Qiwei Chen; Huan Zhao; Wei Li; Pipei Huang; Wenwu Ou

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

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English catalogue narrative

BST: target-aware behavior-sequence attention for click ranking

Added Transformer encoding of historical clicked items plus the candidate item and relative-time position features to an embedding/MLP ranker, combining the encoded sequence with user, item and context features.

Scientific scope

Specific target-aware CTR ranking integration, distinct from SASRec next-item causal prediction and BERT4Rec masked training. Reuses Wide & Deep and Transformer components. AUC, online CTR and response time are different metrics; deeper stacks were not uniformly better in the reported experiments.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Qiwei Chen; Huan Zhao; Wei Li; Pipei Huang; Wenwu Ou

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources