FANTF: Fuzzy attention network based transformers for time series analysis
FANTF integrates fuzzy logic into transformer architectures to improve time series forecasting, classification, and anomaly detection. It introduces a learnable fuzziness attention mechanism that handles data uncertainty and imprecision better than traditional methods. This approach significantly boosts performance across various benchmark models.