2 papers
cs.CL2026
Constructing Challenging Browser-Use Tasks by Controlled Environment Interventions
Xunjian Yin, Tianchen Guan, Jinao Wang +8
As browser-use agents improve, benchmarks keep pace by adding new tasks, websites, and applications. Doing so is costly, and because many factors change at once, it is unclear what…
cs.AI2026
ComponentBench: Diagnosing Component-Level Failures in Computer-Use Agents
Tianchen Guan, Xinlei Lin, Royce Cheng-Yue +2
Current evaluation of computer-use agents is split between long-horizon workflow benchmarks and atomic GUI-grounding tests. This leaves an under-instrumented middle layer: realisti…