4 papers
TICoder: A Repository-Level Code Generation Framework with Test-Driven Planning and Implementation-Aware Reuse
Siyu Nan, Yaling Luo, Jian Wang +2
Repository-level code generation with Large Language Models (LLMs) remains challenging, primarily due to complex dependencies and limited context windows. Recent approaches adopt r…
From Language to Action: Enhancing LLM Task Efficiency with Task-Aware MCP Server Recommendation
Shiyu He, Zhiman Chen, Yuqi Zhao +3
The rapid expansion of the model context protocol (MCP) ecosystem enables large language model (LLM)-based agents to access a wide range of external tools via a standardized interf…
FastFI: Enhancing API Call-Site Robustness in Microservice-Based Systems with Fault Injection
Yuzhen Tan, Jian Wang, Shuaiyu Xie +4
Fault injection is a key technique for assessing software reliability, enabling proactive detection of system defects before they manifest in production. However, the increasing co…
TVDiag: A Task-oriented and View-invariant Failure Diagnosis Framework with Multimodal Data
Shuaiyu Xie, Jian Wang, Hanbin He +4
Microservice-based systems often suffer from reliability issues due to their intricate interactions and expanding scale. With the rapid growth of observability techniques, various…