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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Tse-Hsun Chen

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Jul 2026

Retrieval-Oriented Code Representations in Agentic Bug Localization

LLM-based agents are increasingly being used to support software development, yet their performance in repository-level tasks depends on retrieving the right code context. Existing studies have explored file-level localization using traditional information retrieval over file paths and raw source code. However, the rol...

Genevieve Caumartin, T. Chen, Diego Elias Costa · 0 citations
Jul 2026

Rethinking Code Performance Benchmarks for LLMs

An LLM-based multi-agent framework to generate performance-oriented tests that expose runtime differences more effectively than the original tests is proposed, which uses three separate agents to generate, diagnose, and repair deterministic tests that preserve functional correctness while better exposing performance di...

Nhat Minh Lê, Yisen Xu, Zhijie Wang et al. · 0 citations

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