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Author

Firas Laakom

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#artificial intelligence Preprint Oct 2026

JevGPT: Thinking Fast and Slow in Autonomous Research

Autonomous research agents must acquire and reason over evidence within a limited budget. Yet relevant sources can remain uninspected or unused, leaving a gap between retrieval coverage and the evidence that informs research. The challenge is to align fast local judgments with changing evidence needs and feed their fin...

Ya-Sheng Sun, Yan Dai, Yi-Meng Chen et al. · 0 citations
#machine learning Preprint Aug 2026

Creation begins with understanding: LLMs as strategy designers for privacy-preserving tabular data synthesis

This work introduces Tabular Synthesis Strategy Designer, which uses an LLM to design synthesis procedures rather than directly generate records, and provides the LLM with tree-derived summaries of variable dependence rather than raw records, which produces Python programs for local execution and evaluation.

Jin-Meng Li, Quan Zhang, Hangting Ye et al. · 0 citations

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