8 papers
Beyond Detection: Agentic Attack Synthesis and Simulation for Smart Contracts
Xianhao Zhang, Jing Sun, Zijian Zhang +4
Smart contract vulnerabilities pose severe financial risks, yet existing security tools largely stop at vulnerability detection, offering limited support for explaining whether rep…
Few-Shot Precise Event Spotting via Unified Multi-Entity Graph and Distillation
Zhaoyu Liu, Kan Jiang, Murong Ma +3
Precise event spotting (PES) aims to recognize fine-grained events at exact moments and has become a key component of sports analytics. This task is particularly challenging due to…
FTSmartAudit: A Knowledge Distillation-Enhanced Framework for Automated Smart Contract Auditing Using Fine-Tuned LLMs
Zhiyuan Wei, Jing Sun, Zijian Zhang +2
The rapid growth of blockchain technology has driven the widespread adoption of smart contracts. However, their inherent vulnerabilities have led to significant financial losses. T…
PAT-Agent: Autoformalization for Model Checking
Xinyue Zuo, Yifan Zhang, Hongshu Wang +4
Recent advances in large language models (LLMs) offer promising potential for automating formal methods. However, applying them to formal verification remains challenging due to th…
Adaptive Plan-Execute Framework for Smart Contract Security Auditing
Zhiyuan Wei, Jing Sun, Zijian Zhang +2
Large Language Models (LLMs) have shown great promise in code analysis and auditing; however, they still struggle with hallucinations and limited context-aware reasoning. We introd…
MaCTG: Multi-Agent Collaborative Thought Graph for Automatic Programming
Zixiao Zhao, Jing Sun, Zhe Hou +4
With the rapid advancement of Large Language Models (LLMs), LLM-based approaches have demonstrated strong problem-solving capabilities across various domains. However, in automatic…