SusBench: An Online Benchmark for Evaluating Dark Pattern Susceptibility of Computer-Use Agents

Jan 1, 2026ยท
Longjie Guo
,
Chenjie Yuan
Equal contribution
,
Mingyuan Zhong
Equal contribution
,
Robert Wolfe
,
Ruican Zhong
,
Yue Xu
Bingbing Wen
Bingbing Wen
,
Hua Shen
,
Lucy Lu Wang
,
Alexis Hiniker
ยท 1 min read
Abstract
We present SusBench, an online benchmark for evaluating how susceptible computer-use agents are to dark patterns, measuring the robustness and safety of agentic systems in realistic user interface environments.
Type
Publication
IUI 2026

SusBench is an online benchmark designed to measure how vulnerable computer-use agents are to dark patterns embedded in graphical user interfaces, providing a basis for evaluating and improving the safety of interactive agent systems.