# LG AI Research — [AAAI-25] A Novel Augmentation Technique in Truncated SVD-Based Representation Space for Improving Tabular Data Prediction Performance

- Company: LG AI Research (lgresearch.ai)
- Announced: 2025-04-08T00:00:00+00:00
- Category: research-paper
- Subject: EXAONE
- Source: https://www.lgresearch.ai/blog/view?seq=550
- Record: https://forck.live/items/4796-aaai-25-a-novel-augmentation-technique-in-truncated-svd-based-representation

LG AI Research presents a paper at AAAI-25 on a novel augmentation technique called RaTab for improving tabular data prediction performance using representation space augmentation based on truncated SVD.

## Evidence

Verbatim from https://www.lgresearch.ai/blog/view?seq=550:

> This article will introduce the study Representation Space Augmentation for Effective Self-Supervised Learning on Tabular Data [10] presented by LG AI Research at AAAI-25, and highlights notable research in the field.

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Record: https://forck.live/items/4796-aaai-25-a-novel-augmentation-technique-in-truncated-svd-based-representation
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