Mutual-Supervised Learning for Sequential-to-Parallel Code Translation

1 code implementation • 11 Jun 2025 • Changxin Ke, Rui Zhang, Shuo Wang, Li Ding, Guangli Li, Yuanbo Wen, Shuoming Zhang, Ruiyuan Xu, Jin Qin, Jiaming Guo, Chenxi Wang, Ling Li, Qi Guo, Yunji Chen

MSL consists of two models, a Translator and a Tester.

Code Translation

LEGO-Compiler: Enhancing Neural Compilation Through Translation Composability

no code implementations • 26 May 2025 • Shuoming Zhang, Jiacheng Zhao, Chunwei Xia, Zheng Wang, Yunji Chen, Xiaobing Feng, Huimin Cui

Large language models (LLMs) have the potential to revolutionize how we design and implement compilers and code translation tools.

Code Translation Translation

Output Constraints as Attack Surface: Exploiting Structured Generation to Bypass LLM Safety Mechanisms

no code implementations • 31 Mar 2025 • Shuoming Zhang, Jiacheng Zhao, Ruiyuan Xu, Xiaobing Feng, Huimin Cui

In this work, we reveal a critical control-plane attack surface orthogonal to traditional data-plane vulnerabilities.