3 papers
cs.CL2026
VLAA-GUI: Knowing When to Stop, Recover, and Search, A Modular Framework for GUI Automation
Qijun Han, Haoqin Tu, Zijun Wang +11
Autonomous GUI agents face two fundamental challenges: early stopping, where agents prematurely declare success without verifiable evidence, and repetitive loops, where agents cycl…
cs.CL2026
Chasing the Public Score: User Pressure and Evaluation Exploitation in Coding Agent Workflows
Hardy Chen, Nancy Lau, Haoqin Tu +8
Frontier coding agents are increasingly used in workflows where users supervise progress primarily through repeated improvement of a public score, namely the reported score on a pu…
cs.SE2026
Recipe for Discovery: A Pipeline for Institutional Open Source Activity
Juanita Gomez, Emily Lovell, Stephanie Lieggi +2
Open source software development, particularly within institutions such as universities and research laboratories, is often decentralized and difficult to track. Although academic…