Author

Zi-Yang Liu

2 papers indexed here

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Open access Oct 2026

DMFNet: Phase-Enhanced Multi-Level Deformable Fusion for Multimodal Remote Sensing Classification

A multi-level convolutional collaborative classification network based on the DefMamba fusion mechanism (DMFNet) is proposed in this paper and achieves the highest mean overall accuracy among the compared methods with 10 labeled training samples per class.

Yan Mo, Zi-Yang Liu, Yu-Hao Liu et al. · Remote Sensing · 0 citations

#artificial intelligence Preprint Oct 2026

M-Plan: Comprehensive Planning For LLM Agents with Memory Arrangement

M-Plan is proposed, a closed-loop MAS framework that integrates long-term and short-term memory that enhances agents' performance on multi-turn tasks while maintaining a plug-and-play design and outperforms multiple baseline methods in both accuracy and efficiency.

Zi-Yang Liu, Jiakang Yuan, Jiayuan Fan et al. · 0 citations