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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

An-Yuan Sang

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2 papers indexed here

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Conference Aug 2026

ProvDA: VGAE-Based Synthetic Provenance Data Augmentation for APT Detection

Constructing high-quality provenance graph datasets for APT detection remains challenging because attack-related behaviors are sparse, highly imbalanced, and hidden within large-scale benign system activities. This paper proposes ProvDA, a quality-controlled data augmentation framework for multi-structured provenance g...

Hui-Yuan Han, Jun-Bo Jia, Li Yang et al. · 0 citations
Jul 2026

Tencent WorkBuddy Bench: A Multi-Domain Coding-Agent Benchmark with Contamination-Resistant Task Construction

We introduce Tencent WorkBuddy Bench, a multi-domain evaluation suite for coding agents; this report documents its construction methodology, scoring protocol, and a cross-model leaderboard. At its core is a unified evaluation framework for constructing and running distribution-informed coding-agent tasks across four wo...

Si-Qi Cai, Shao-Peng Chen, Xiang Fei et al. · 0 citations

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