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Author

Xinxiang Yin

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Preprint Aug 2026

EarthVerse: Benchmarking Scientific Agents Across Dynamic Earth Systems and Natural Hazards

This work evaluates 25 model and agent systems under a controlled tool-using protocol, then uses controlled studies to locate failures in evidence access, tool selection, memory, reasoning, interaction, and scientific execution.

Zhiqing Cui, Xinxiang Yin, Yihong Tang et al. · 0 citations
#artificial intelligence Review Aug 2026

VALG: An Agentic System for ML Theory Research

VALG, an agentic system that combines multi-level Verification, Adaptive formulation of Learning-theory problems, and Graph-structured proof development, is developed, an agentic system that combines multi-level Verification, adaptive formulation of Learning-theory problems, and Graph-structured proof development.

Dechen Zhang, Xuan Tang, Xinxiang Yin et al. · 1 citation

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