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Author

Ruiyao Xu

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Book Open access Aug 2026

MUSTANG: Multi-Variable Spatio-Temporal Meta-Learning for Water Data Imputation

River monitoring stations record multiple hydro-environmental variables over a common river-network topology. While their sampling frequencies and temporal dynamics differ substantially, shared riverine drivers imply that densely observed hydrological variables can inform sparsely sampled water-quality targets; the pra...

Yaotian Zhu, Ruiyao Xu, Zhaoyang Guan et al. · 0 citations
Preprint Aug 2026

Equitable System-Prompt Selection via Constrained Mixed-Strategy GroupDRO

A constrained mixed-strategy GroupDRO framework for system-prompt selection that reduces the Overall Mean, Worst 25% Mean, and Worst by 13.7% on average relative to no mitigation while keeping overall quality close to Average selection.

Mengyu Xu, Qiaoxin Yang, Zhihan Liu et al. · 0 citations
Preprint Aug 2026

HyperSkill: Self-Evolving LLM Agents via Hypergraph-Structured Skill Memory

This work proposes HyperSkill, a hypergraph-based memory framework that jointly improves what to store, how memory is structured and retrieved, and how memory evolves, and represents memory as a hypergraph with two node types, subtask steps and reusable skills.

Ruiyao Xu, Tiankai Yang, Wei-Chieh Huang · 5 citations

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