AgentPerturb: Evaluating LLM Agent Robustness under Controlled Interaction Perturbations.

arXiv:2610.21624v2 Announce Type: replace Abstract: Real-world tasks are often complex and noisy, posing substantial challenges for LLM agents. Yet existing evaluations lack a systematic framework for jointly characterizing potential perturbation targets and t