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arXiv research

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168,695 papers · 148 categories

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0111 · Apr 202519922001200920172026
1 result for “imputation-free”
Imputation-free Learning of Tabular Data with Missing Values using Incremental Feature Partitions in Transformercs.LG

Imputation-free method learns tabular data with missing values using transformer.

problem Machine learning on tabular data with missing values often leads to unreliable outcomes due to synthetic imputation.
method Incremental attention learning (IFIAL) using transformer with attention masks.
result IFIAL outperforms state-of-the-art methods in 17 diverse tabular data sets.
tabular datamissing valuesimputation-freetransformerattention learning
2025-04-20abs ↗pdf ↗