METHOD AND APPARATUS WITH FEATURE-LEVEL ENSEMBLE MODEL

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METHOD AND APPARATUS WITH FEATURE-LEVEL ENSEMBLE MODEL

This abstract first appeared for US patent application 20250148262 titled 'METHOD AND APPARATUS WITH FEATURE-LEVEL ENSEMBLE MODEL

Original Abstract Submitted

a method and apparatus with a feature-level ensemble model are provided. a method of operating an ensemble model based on feature-level consolidation includes: obtaining queries by inputting a same input data item to respective transformer models, the transformer models generating respective queries from the input data item; forming an ensemble query corresponding to the queries; and generating a predicted value of the input data item by applying the ensemble query to a prediction model that includes a transformer decoder, the prediction model inferring the predicted value from the ensemble query.