Xuemin Zhang

Enhancing Error Awareness Under Cognitive Load: How Neurostimulation Improves Self-Monitoring via Working Memory

Error awareness—the ability to detect errors, adjust strategies, and prevent mistakes—is critical in high-stakes human–computer interaction (e.g., aviation, autonomous system supervision), as well as in everyday life. However, this ability deteriorates under heavy cognitive load, and effective countermeasures remain s…