User Trajectory Prediction Unifying Global and Local Temporal Information

Name: User Trajectory Prediction Unifying Global and Local Temporal Information
Uploaded: 2026-10-15T22:47:23.458676+00:00
Duration: 464 s
Description: The MMCTP model combines a Multilayer Perceptron (MLP) for global temporal patterns and a Multi-Scale Convolutional Neural Network (MSCNN) for local interactions. It uses cross-attention to fuse these global and local insights, successfully reducing forecasting errors by 5.04% compared to existing models while maintaining fast inference times.

The MMCTP model combines a Multilayer Perceptron (MLP) for global temporal patterns and a Multi-Scale Convolutional Neural Network (MSCNN) for local interactions. It uses cross-attention to fuse these global and local insights, successfully reducing forecasting errors by 5.04% compared to existing models while maintaining fast inference times.

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