7 citations · 13 across the 8 of their papers we have counts for
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cs.AI2026
Semantics-Enhanced Retrieval-Augmented Time Series Forecasting
Shiqiao Zhou, Zipeng Wu, Holger Schöner +3
Time series forecasting models often benefit from historical patterns. Inspired by Retrieval-Augmented Generation (RAG), recent research explored retrieving relevant historical tim…
cs.AI2025★ 3 cited
BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting
Shiqiao Zhou, Holger Schöner, Huanbo Lyu +2
Time series forecasting is a long-standing and highly challenging research topic. Recently, driven by the rise of large language models (LLMs), research has increasingly shifted fr…