An agentic search framework for geoscience data discovery that takes a natural-language research query and returns matching datasets and tools and demonstrates that, in the era of large language models, the latent value of knowledge graphs can be substantially amplified through agentic search.
Minghan Yu, Youran Sun, Chu-Gang Yi et al.· arXiv.org· 1 citation
Diffusion models have shown strong potential for kilometer-scale precipitation downscaling, but their performance in geographically unseen regions and event regimes remains insufficiently understood. Building on the wavelet diffusion model (WDM) framework, this study evaluates cross-region and cross-event generalizatio...
Wei-Kang Qian, Yi-Xin Wen, Chu-Gang Yi et al.· 0 citations
To the knowledge, AgonAlpha is the first alpha-mining system to combine verified artifact search, a fresh-context adversarial reviewer with re-execution and veto authority, and pending-aware parallel budget allocation, together with a complete public evidence trail.
Wei-Chen Ye, You-Ran Sun, Xingyu Ren et al.· 0 citations
This work provides an open measurement framework deployable on any model exposing block identities, and introduces a dense-calibrated counterfactual audit using matched probe cards to isolate the sparsification-specific effect.
Xingyu Ren, You-Ran Sun, Chu-Gang Yi et al.· 1 citation
Automatic Symbolic Regression (AutoSR), a fully automated system that instantiates Research-Space Symbolic Regression by searching persistent scientific investigations by searching persistent scientific investigations rather than isolated equations, is introduced.
Ke-Jia Zhang, You-Ran Sun, Xinyu Ren et al.· 0 citations
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