Bighead's Algorithm Notes

Jul 30, 2026 · Artificial Intelligence

How MSH‑LLM Fuses Multi‑Scale Hypergraphs with Large Language Models for Time‑Series Analysis

The paper introduces MSH‑LLM, a multi‑scale hypergraph framework that aligns natural language and time‑series modalities via a cross‑modal alignment module and mixed prompts, achieving state‑of‑the‑art performance on 27 real‑world datasets across forecasting, classification, few‑shot and zero‑shot tasks.