Who Pays the Price? Stakeholder-Centric Prompt Injection Benchmarking for Real-world Web Agents

Web agents driven by large language models (LLMs) are increasingly deployed in real-world environments, where they operate over untrusted web content and execute actions with direct consequences. This makes them vulnerable to prompt-injection attacks, in which seemingly benign content embeds adversa...