Author

Mingzhe Wang

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Open access 2026

Planetary Scene Classification via a Novel Zero-Shot Hierarchical State-Space Model

HiL-SSM is proposed, a hierarchical interactive linear state-space modeling framework for zero-shot planetary scene classification that employs a unified, attention-free architecture based on structured state-space models (SSMs), enabling joint optimization of visual representation learning and semantic alignment withi...

Xiao-Meng Tan, Chang-Bin Xue, Bobo Xi et al. · IEEE Transactions on Geoscie... · 0 citations

Preprint Aug 2026

Efficient Coreset Selection via K-Nearest Neighbor Graphs

Experiments show that KNNG-CS achieves accuracy comparable to representative gradient-approximation coreset methods, while reducing selection time by $2.3\times$-$41.2\times$ and peak memory to $0.3\%$-$7.5\%$ of the baselines.

Yingfan Liu, Lei-Yu Zhang, Jia-Dong Xie et al. · 1 citation