Deep Bidirectional Temporal Modeling with Boosted Rule Optimization for Dynamic Ride Demand Forecasting in Smart Cities. int. J. Eng. Res. Sci. Tech. 2026;22(2):3043 - 3055. doi:10.62643/ijerst.v22i2.3234