# From Pixels to Predictions: Spectrogram and Vision Transformer for Better Time Series Forecasting

> Research article (4th ACM International Conference on AI in Finance, 2023) · cited 12× · AI/ML

**Wikidata**: [openalex:W4388994197](https://www.wikidata.org/wiki/openalex:W4388994197)  
**Source**: https://4ort.xyz/entity/from-pixels-to-predictions-spectrogram-and-vision-transformer-for-better-time-series-forecasting