Author

Qiu-Han Zhu

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Open access Sep 2026

Borrowed or kept? How self-generation-first and direct-adoption AI workflows shape immediate unaided reasoning

A three-arm experiment that varies the manner of AI use against a no-AI anchor and measures performance 15-20 min later, once the tool has been removed, results in an immediate near-transfer decrement rather than demonstrated lasting de-skilling.

Cheng-Hai Liu, Jia-Yao Guo, Rong-Xia Gao et al. · Frontiers in Psychology · 0 citations

Review Open access Jul 2026

Not all cognitive offloading is equal: distinguishing dependent and autonomous offloading to generative AI

The manner of AI engagement is highlighted—not merely its frequency—as a key factor in understanding its associations with perceived cognitive functioning, and point to practical strategies for educators, learners, and AI tool designers seeking to harness AI without undermining cognitive autonomy.

Qiu-Han Zhu, Xiang-Nan Li, Yiang Dong et al. · Frontiers in Psychology · 10 citations · ⚡1