# Forecasting chaotic time series: Comparative performance of LSTM-based and Transformer-based neural network

> Research article (Chaos Solitons & Fractals, 2025) · cited 13× · AI/ML

**Wikidata**: [openalex:W4406846597](https://www.wikidata.org/wiki/openalex:W4406846597)  
**Source**: https://4ort.xyz/entity/forecasting-chaotic-time-series-comparative-performance-of-lstm-based-and-transformer-based-neural-network