4 papers
RefEvo: Agentic Design with Co-Evolutionary Verification for Agile Reference Model Generation
Yifan Zhang, Jianmin Ye, Jiahao Yang +1
As the complexity of System-on-Chip (SoC) designs grows, the shift-left paradigm necessitates the rapid development of high-fidelity reference models (typically written in SystemC)…
ContextRL: Enhancing MLLM's Knowledge Discovery Efficiency with Context-Augmented RL
Xingyu Lu, Jinpeng Wang, YiFan Zhang +12
We propose ContextRL, a novel framework that leverages context augmentation to overcome these bottlenecks. Specifically, to enhance Identifiability, we provide the reward model wit…
EyeLayer: Integrating Human Attention Patterns into LLM-Based Code Summarization
Jiahao Zhang, Yifan Zhang, Kevin Leach +1
Code summarization is the task of generating natural language descriptions of source code, which is critical for software comprehension and maintenance. While large language models…
ELABORATION: A Comprehensive Benchmark on Human-LLM Competitive Programming
Xinwei Yang, Zhaofeng Liu, Chen Huang +4
While recent research increasingly emphasizes the value of human-LLM collaboration in competitive programming and proposes numerous empirical methods, a comprehensive understanding…