Author

Zi-Yang Liu

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Open access Oct 2026

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

The collaborative classification of hyperspectral images (HSI) with a complementary modality such as light detection and ranging (LiDAR) or synthetic aperture radar (SAR), which is known as multi-source remote sensing image classification (MRSIC), can combine rich spectral information with structural cues and is helpfu...

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