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Hong-Kai Zhuang

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#machine learning Preprint Sep 2026

A Lightweight Plug-in Gate for Transformer-Based Time-Series Forecasters

The interface is implemented with a lightweight representation-level pre-encoder gate that assigns sigmoid scores to representation units, and the usage penalty reduces average admission scores while keeping forecasting errors close to the unpenalized TimeXer setting.

Hong-Kai Zhuang, Tao Huang, Chen Hou · 0 citations

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