AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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EMR introduces a hierarchical clinical experience library that organizes accumulated knowledge into three levels: clinical principles, diagnostic patterns, and representative cases, and reveals that the hierarchical experience enables cross-specialty generalization and transfer across diverse LLM backbones, offering a...
A directional improvement in selective evidence use is demonstrated, while identifying injection resistance and statistical robustness as important remaining challenges for future work.
Attention-Guided Dynamic Watermarking (AGMark), a novel framework that embeds detectable signals while largely preserving visual-semantic fidelity, is proposed, taking a significant step toward reliability-preserving multimodal watermarking.
DBLifeBench is introduced, the first benchmark to evaluate LLMs across five critical lifecycle phases: Design, Implementation, Operation, Debugging, and Maintenance, and a novel task utilizing structured reasoning graphs to mimic human iterative problem-solving is proposed.
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