Author

Jianyang Gu

2 papers indexed here

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#natural language process... Jun 2026

Better with Experience: Self-Evolving LLM Agents for Evidence-Grounded Health Community Notes

EvoNote is introduced, an agentic framework that enables health Community Notes generation to self-evolve through an evolving experience memory of prior misinformation correction episodes, positioning self-evolving note generation as a promising paradigm for scalable health misinformation governance.

Zi-Hang Fu, Fan-Xiao Li, Jianyang Gu et al. · arXiv.org · 1 citation

#machine learning Jun 2026

Beyond Flat Labels: Level-Restricted Contrastive Learning for Hierarchical Fine-Grained Vision Classification

This work proposes to restrict contrastive comparisons to categories within the same taxonomic level, and adopts a group-balanced design, ensuring each taxonomic level receives adequate optimization and improves both hierarchical consistency and classification accuracy from coarse to fine granularity.

Zhi-Yuan Tao, S. Sastry, Matthew J. Thompson et al. · arXiv.org · 0 citations