Models that I have seen applied for time series predictions:
1) Linear regression
2) ARIMA
3) Gaussian Dynamic Boltzmann Machines
4) Dynamic Linear models
5) Time-Varying Autoregression
6) LGBM / Catboost / Gaussian Boosting / Entropy-based Boosting
7) LSTMs, multilayer-LSTMs, rescaled LSTMs...