Jikun Cai

LIBERO-Plus: A Progressive Robustness Benchmark for Visual-Language-Action Models

Visual-Language-Action (VLA) models report impressive success rates exceeding 95% on robotic manipulation benchmarks, yet these results may mask fundamental weaknesses in robustness. Current simulation-based robustness evaluations suffer from narrow perturbation coverage, manual design constraints,