Huo, Y. 2025. Research on Short-Term Traffic Flow Prediction Based on KOA-CNN-BiGRU-MultiAttention Hybrid Neural Network Model. Highlights in Science, Engineering and Technology. 158, (Nov. 2025), 108–118. DOI:https://doi.org/10.54097/gww5br40.