Author

Jia Wu

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Preprint Aug 2026

Beyond Solution-Centric Search: Adaptive Inquiry and Knowledge Revision for Autonomous ML Engineering

Long-horizon autonomous research tasks such as machine learning engineering require systems to make interdependent decisions under a limited budget. Existing LLM-based agents typically organize candidate-solution improvement through tree, graph, or chain structures, meaning that the search process determines how inform...

Shaokang Fu, Yulong Tao, Linbo Jin et al. · 1 citation

Preprint Jul 2026

From Observation to Intervention: Memory in Brains and Large Language Models

Brains and large language models (LLMs) are fundamentally different memory systems, but they can be compared through shared functional questions: where memory-related information is represented, how partial cues recover broader associations, how new information is written or updated, and how memory-related states can b...

M. Salehjahromi, Shayan Abdollah Zadegan, A. Muneer et al. · 0 citations