Evolutionary search with large language models (LLMs) can stall when progress requires external knowledge the model lacks. Supplying relevant documents helps, but simply adding web search tool can keep returning the same pages as solutions change. We introduce EvoDuet, a bi-level optimization method that co-evolves sol...
Young-Jun Lee, Jinheon Baek, Soyeong Jeong et al.· 0 citations
Findings show that researchers leaned on GenAI to fill knowledge gaps while maintaining epistemic agency for novelty discovery, and an expertise paradox was uncovered: GenAI outputs were hardest to verify when most needed.
Meta, which keeps the meta-operation fixed and recurses on its input instead, outperforms prior self-improving agents on all eight benchmark families and outperforms prior self-improving agents on all eight benchmark families.
Zae Myung Kim, Young-Jun Lee, Seungyeon Jwa et al.· 2 citations
SERUM is the first system to produce interpretable process models from unstructured egocentric screen video without manual annotation, opening a scalable pathway for user modeling and behavioral understanding in the wild.
Andy J. Phu, Karin de Langis, James C Mooney et al.· arXiv.org· 0 citations
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