Author

Li Li

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Preprint Aug 2026

Frequency-Aware Continual Learning for Smart Contract Vulnerability Detection with Large Language Models

Smart contract vulnerability detection with Large Language Models (LLMs) faces three causally linked challenges. First, new vulnerability categories demand parameter-efficient adaptation, since full retraining is prohibitive for sequentially arriving tasks. Second, training per-task adapters on a shared backbone causes...

Teng-Hui Huang, Jia-Wen Kang, Dong-Ning Liu et al. · 0 citations

#artificial intelligence Preprint Sep 2026

VRL-Bench: Benchmarking agents on computer control tasks under finite trial budgets

VEX$^2$, a verbal exploration--exploitation scheduler that uses a language model to jointly select policies and allocate the remaining trial budget is proposed, and VEX$^2$ is the only evaluated update to achieve positive observed success-rate gains over retry in all six settings.

Yu Bai, Yukai Miao, Dawei Wang et al. · 0 citations