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Qianqian Duan

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Open access Aug 2026

A solution method for the traveling salesman problem based on multi-scale features and dynamic optimization

A multi-scale deep optimization model based on an encoder-decoder architecture that validates the effectiveness of the multi-scale EMA and Triplet-Reasoning mechanisms, providing a new direction for deep learning-based graph optimization research.

Yu-Ting Xie, Qianqian Duan · 0 citations

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