Ali Mesbah

SCATE: Learning to Supervise Coding Agents for Cost-Effective Test Generation

Sijia Gu, Noor Nashid, Ali Mesbah

While autonomous coding agents have significantly advanced automated test generation, they remain fundamentally limited by lazy generation, a phenomenon where agents prematurely terminate tasks and systematically avoid complex programmatic logic, resulting in inadequate code cove…Read more