3 papers
cs.SE2026
Behavior Specification-Guided Program Synthesis for Binary Deobfuscation
Kangchen Zhu, Shangwen Wang, Zhiliang Tian +5
Deobfuscation is critical to reverse engineering and security analysis because it restores the readability and analyzability of obfuscated code. However, existing research primaril…
cs.SE2026
Atomizer: An LLM-based Collaborative Multi-Agent Framework for Intent-Driven Commit Untangling
Kangchen Zhu, Zhiliang Tian, Shangwen Wang +2
Composite commits, which entangle multiple unrelated concerns, are prevalent in software development and significantly hinder program comprehension and maintenance. Existing automa…
cs.CL2024
EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs
Zixuan Dong, Baoyun Peng, Yufei Wang +4
While large language models (LLMs) have shown remarkable capabilities in natural language processing, they struggle with complex, multi-step reasoning tasks involving knowledge gra…