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Ethan Lin

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#artificial intelligence Preprint Sep 2026

Component-Aware Feedback for Self-Evolving Programs

LLM-guided evolutionary search can discover complex programs, but existing methods mostly only save candidate programs and fitness scores while discarding which component edits produced which fitness metric changes. Existing methods force the mutator LLM to infer the effect of prior edits from cluttered histories, maki...

Ethan Lin, Jinming Nian, Yi Fang · 1 citation
Preprint Aug 2026

WildFin: An In-the-Wild Dataset for Fish Behavioral Recognition

This work introduces WildFin, a novel benchmark for fish behavior recognition collected and annotated by ecologists, and benchmark modern vision foundation models and quantify tradeoffs between static and spatiotemporal architectures, revealing the substantial gap between current model capabilities and the demands of r...

Abigail G. Grassick, Jerome Tze-Hou Hsu, Ethan Lin et al. · 0 citations

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