Author

Linjiang Zheng

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Conference Open access Sep 2026

SMLDR: Spectral Memory Learner with Dual-Retrieval for Time Series Forecasting

This paper re-examines frequency-domain modeling from the perspective of spectral non-identifiability and proposes a Spectral Memory Learner with Dual Retrieval (SMLDR) for time series forecasting, which represents periodic components as reusable spectral prototypes stored in learnable memory.

Zhenxin Li, Longquan Liao, Wen-Chang Zhang et al. · Proceedings of the Thirty-Fi... · 0 citations

Preprint Aug 2026

Can Large Language Models Explain Flight Safety Events? A Prior-Guided Semantic LLM-based Approach

FlightLLM, a prior-guided semantic LLM-based approach for interpretable flight safety analysis that achieves competitive classification performance while generating direct and reasonable explanations for event causes is proposed.

Lu Xu, Xu Li, Linjiang Zheng et al. · 0 citations