RoboCasa-Shift: A Stage-Aware Robustness Benchmark for VLA Policies in Long-Horizon Household Manipulation
The paper introduces RoboCasa-Shift, a diagnostic robustness benchmark built on RoboCasa365 for evaluating how vision-language-action (VLA) policies handle distribution shifts in long-horizon household manipulation tasks.