9 citations · 24 across the 22 of their papers we have counts for
7 papers · 1 filter
T2LSC-Bench: Benchmarking Localized Semantic Control in Text-to-Image Generation
Yan Wang, Xinyi Hou, Weiguo Lin +2
Recent text-to-image models have become increasingly capable of rendering explicit text, but reliable localized text control requires more than generating the correct string. In ap…
When Agents Do Not Stop: Uncovering Infinite Agentic Loops in LLM Agents
Xinyi Hou, Shenao Wang, Yanjie Zhao +1
LLM agents increasingly rely on iterative execution to solve tasks through planning, tool use, state updates, and agent collaboration. While this design enables flexible automation…
AgentFlow: Building Agent Dependency Graphs for Static Analysis of Agent Programs
Shenao Wang, Xinyi Hou, Yanjie Zhao +2
LLM agents are increasingly developed as source-code applications built on agent frameworks. These agent programs combine conventional host-language code with framework-defined sem…
Unsafe by Flow: Uncovering Bidirectional Data-Flow Risks in MCP Ecosystem
Xinyi Hou, Yanjie Zhao, Haoyu Wang
Model Context Protocol (MCP) have quickly become the interface layer between LLM agents and external tools, yet they also introduce unsafe data flows that existing analyzers handle…
Demystifying and Detecting Agentic Workflow Injection Vulnerabilities in GitHub Actions
Shenao Wang, Xinyi Hou, Zhao Liu +5
GitHub Actions is increasingly used to deploy LLM-based agents for repository-centric tasks such as issue triage, pull-request review, code modification, and release assistance. Th…
CommitSuite: A Comprehensive Benchmark for Commit Classification and Message Generation
Zirui Wan, Zhaonan Wu, Xinyi Hou +3
High-quality commit messages are critical for maintaining software projects, yet ensuring their consistency and informativeness remains a practical challenge. While the Conventiona…
SMCP: Secure Model Context Protocol
Xinyi Hou, Shenao Wang, Yifan Zhang +4
Agentic AI systems built around large language models (LLMs) are moving away from closed, single-model frameworks and toward open ecosystems that connect a variety of agents, exter…