Author

Xin Xiao

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Sep 2026

Latent Diffusion With Topology-Preserving Conditioning for Structure-Aware Data Generation.

Experiments show that TopoSegDiff produces more realistic and structurally faithful image-mask pairs, reduces topology inconsistency, and consistently improves downstream segmentation performance when used for synthetic augmentation, which support topology-preserving conditioning as an effective route toward more relia...

Qin Lei, Ce-Ran Chen, Jiang Zhong et al. · IEEE Transactions on Neural... · 0 citations

Preprint Aug 2026

GeoForge: Non-Parametric Self-Evolving Agents for Earth-Observation Reasoning

GeoForge is a training-free, self-evolving framework that transforms completed trajectories into a structured nonparametric execution state, and consistently improves both task accuracy and tool-use trajectory quality across diverse LLM backbones, while substantially reducing tool-planning and reasoning errors for most...

Xin Xiao, Jiang Zhong, Jun-Nan Zhu et al. · 1 citation