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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

Zhongzhi Luan

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Book Open access Aug 2026

DB-SpMSpV: Dual-View Blocked Sparse Matrix-Sparse Vector Multiplication for Dynamic GPU Workloads

DB-SpMSpV is presented, a dual-view blocked SpMSpV framework for dynamic GPU workloads that uses load balancing, asynchronous prefetching, and hierarchical writeback to reduce irregular memory accesses, writeback conflicts, and load imbalance and is integrated into DB-BFS and DB-Decoding.

Xing Cong, Chen-Hao Xie, Rui Wang et al. · 0 citations
Jul 2026

Can LLMs Really Recover Microservice Failures? A Recovery-Aware Evaluation of Diagnosis-to-Action Reasoning

R2Act, a recovery-action evaluation framework for post-diagnosis incident response, provides a reproducible, simplified starting point for research and evaluation and reveals that many recovery failures arise not from missing diagnostic knowledge, but from the difficulty of translating diagnostic evidence into valid re...

Jiaxing Qi, Zhongzhi Luan, Hongyu Zhang et al. · 0 citations

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