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Jia-You Xu

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#large language models Open access Sep 2026

Leakage-Aware LLM Augmentation for Attrition Prediction: A DecisionCentric Evaluation

Employee attrition is a high-cost, asymmetric decision problem plagued by data imbalance. To address this, we propose a leakage-aware, dual-network augmentation framework that integrates the semantic reasoning of Large Language Models (LLMs) with the distributional rigorousness of GAN discriminators. Specifically, we e...

Wei-Quan Liao, Jia-You Xu, Ekaterina A. Panova · 0 citations
#artificial intelligence Preprint Sep 2026

WIDE: Wildcard Inference with Dynamic Expansion for Cross-Modal Generative Retrieval

Generative retrieval has demonstrated significant success by unifying representation learning and search into a single sequence-to-sequence generation task. However, extending this paradigm to cross-modal retrieval reveals a critical challenge arising from the inherent information asymmetry across different modalities,...

Teng Guo, Xin Wang, Jia-You Xu et al. · 0 citations

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