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Image Credit: Arxiv

VISTA: Vision-Language Inference for Training-Free Stock Time-Series Analysis

  • Stock price prediction is a complex task in financial analysis, traditionally addressed by statistical models or language models.
  • A new framework called VISTA (Vision-Language Inference for Stock Time-series Analysis) has been introduced for training-free stock forecasting.
  • VISTA combines textual representations of historical stock prices and line charts to predict future price values using Vision-Language Models (VLMs).
  • Experimental results indicate that VISTA outperforms standard baselines by up to 89.83% in stock time-series analysis, showcasing the effectiveness of multi-modal inference in financial forecasting.

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