Author

Yi-Cong Feng

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Open access Aug 2026

TARA: Task-Adaptive Rank Allocation for Efficient Large Language Model Fine-Tuning in Geo-Information Text Classification

Geo-information texts, including geospatial data-use regulations and Earth observation metadata, are central to data governance and compliance auditing in remote sensing ecosystems. Full fine-tuning of large pre-trained language models is often computationally impractical, while standard LoRA reduces cost but assigns a...

Can-Hui Wang, Juntao Shen, Yi-Cong Feng et al. · ISPRS International Journal... · 0 citations

#artificial intelligence Preprint Sep 2026

Earth-Agent-Pro: Towards Real-World Full-Chain Earth Observation with Agents

Real-world Earth observation (EO) agents must translate high-level scientific questions into executable workflows to acquire observations, prepare data, perform domain computations, and derive conclusions from runtime evidence. Existing EO agents typically start from supplied observations, while benchmarks typically pr...

Zhu-Tao Lv, Chen-Hao Dang, Yi-Cong Feng et al. · 0 citations