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Lionel C. Briand

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#artificial intelligence Preprint Sep 2026

When Is Graph Structure Worth Its Cost? The Case for Structure Pricing in Retrieval-Augmented Generation

Graph-based retrieval-augmented generation (RAG) can help answer questions that require information from many documents. However, building a graph often requires many language-model calls during ingestion. It is therefore important to ask whether its quality gains justify the additional cost. We present EffiRAG, a grap...

Yu-Zhong Zhang, Hao-Yang Ma, Chao Peng et al. · 0 citations
Jul 2026

EvoEye: Self-Evolving Runtime Monitoring for Autonomous Driving Systems

EvoEye is proposed, which identifies the current monitor's errors, generates informative executions accordingly, and updates the monitor through self-evolution to enable effective self-evolution.

Mingfei Cheng, Lionel C. Briand, Xiaofei Xie · 0 citations

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