3 papers
cs.AI2026
CoT2-Meta: Budgeted Metacognitive Control for Test-Time Reasoning
Siyuan Ma, Bo Gao, Zikai Xiao +6
Recent test-time reasoning methods improve performance by generating more candidate chains or searching over larger reasoning trees, but they typically lack explicit control over w…
cs.SE2025
Multi-agent Assisted Automatic Test Generation for Java JSON Libraries
Sinan Wang, Zhiyuan Zhong, Shaojin Wen +1
JSON is a widely used format for data exchange between applications. In the Java ecosystem, JSON libraries serve as fundamental toolkits for processing JSON data, powering real-wor…
cs.SE2025
ReuseDroid: A VLM-empowered Android UI Test Migrator Boosted by Active Feedback
Xiaolei Li, Jialun Cao, Yepang Liu +2
GUI testing is an essential quality assurance process in mobile app development. However, the creation and maintenance of GUI tests for mobile apps are resource-intensive and costl…