Author

Jun-Li Duan

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Conference Aug 2026

Research on Container Freight Rate Prediction for Transpacific Routes Based on Multivariate LSTM: An Empirical Analysis Integrating Port Congestion and Capacity Indicators

Accurate prediction of transpacific container freight rates is critical for shipping companies to optimize resource allocation, manage risks, and maintain stable operations in a volatile market environment. To address the limitation that traditional linear models struggle to capture the nonlinear and dynamic dependenci...

Jun-Li Duan, Guan-Hao Huang, Si-Yu Liu · 2026 14th International Conf... · 0 citations

#machine learning Preprint Sep 2026

When Does Backpropagating Through Policy Memory Matter? Physical Credit, Optimizer Updates, and Observability

M measuring the cost of a memory cut by training with it from initialization, and comparing backward graphs by the updates the optimizer applies rather than by raw gradients suggest the cost of a memory cut should be measured by training with it from initialization.

Xing-Jian Li, Jian-Hua Z. Huang, Jun-Li Duan · 0 citations