Author

Zaiyang Yu

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Open access Oct 2026

Risk-Aware Predictive Maintenance for Aero-Engines via CVaR-Guided Reinforcement Learning and LLM-Based Risk Abstraction

A fundamental limitation of current predictive maintenance is the inability to transform prognostic uncertainty into actionable decisions, which often leads to either wasteful early interventions or catastrophic failures in aero-engines. To address this, we propose the Risk-Aware Predictive Maintenance (RAPM) framework...

Bo-Lin Song, Ying-Qing Guo, Zai-Yang Yu et al. · Italian National Conference... · 0 citations

Review Aug 2026

Self-Reflective Multi-modal Reasoning for Short-Video Fake News Detection

SRM-FND is proposed, a self-reflective multimodal reasoning framework for short-video fake news detection that outperforms strong baselines, produces more reliable and interpretable predictions, and delivers noticeable improvements in cross-dataset performance.

Pin-Jie Xu, Yu-Zhou Yang, Zhi-Sheng Tan et al. · 0 citations

Preprint Jul 2026

SQuaD-SQL: Efficient Text-to-SQL with Small Language Models via LLM-Guided Knowledge Distillation

SQuaD-SQL (Small-Qualified and Distilled for SQL), a novel approach that empowers small language models to approach the performance of LLMs on the Text-to-SQL task while significantly improving efficiency through knowledge distillation and synthetic data generation, is introduced.

Wangyu Wu, Xiaojian Lin, Rong Fu et al. · 0 citations