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

Author

Ru-Bing Huang

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2 papers indexed here

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2026

Generative vs. Discriminative? An Empirical Study on Code Understanding Classification Tasks

Automated code understanding is crucial for software reliability and maintainability. Encoder-only pretrained models excel in code classification tasks such as vulnerability detection, cross-language clone detection, and exception classification due to their bidirectional context awareness. However, the dominant “pre-t...

Yu-Guo Liu, Yu-Hua Ma, Rong-Cun Wang et al. · 0 citations
Open access Oct 2026

Fuzzing FPGA Synthesis and Simulation Tools via LLM-Generated Syntax-Valid HDL Codes

Field-Programmable Gate Array (FPGA) synthesis and simulation tools, such as Vivado, Quartus, Yosys, and Icarus Verilog, are key components of Electronic Design Automation (EDA) toolchains, translating high-level Hardware Description Language (HDL) designs into low-level gate netlists. However, defects in these compile...

He Jiang, Wen Zhao, Shi-Kai Guo et al. · 0 citations

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