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Renjie Sun

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Jul 2026

Forecasting Trajectory-Level Safety Risks in Black-Box Multi-Turn Interactions

Recast is a safety risk forecasting framework that advances LLM safeguarding beyond turn-level violation detection to trajectory-level risk prediction, and demonstrates the effectiveness of trajectory-level forecasting in identifying emerging risks before safety violations occur.

Shi Lin, Peng Qian, Ding-Hao Liu et al. · 0 citations
Open access Aug 2026

Hybrid loss-driven source-free domain adaptation with post-hoc explainability for bearing fault diagnosis

A novel and robust Source-Free Domain Adaptation (SFDA) framework equipped with post-hoc explainability for bearing fault diagnosis is proposed, and a post-hoc visualization mechanism is incorporated to explain the model's decision-making process, enhancing the transparency and credibility of the diagnosis for practica...

Cheng-Hao Yan, Dong-Sheng Liu, Tong Wu et al. · 0 citations

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