Author

Tsu-Han Chen

2 papers indexed here

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#human-computer interacti... Preprint Sep 2026

Chatbot Engagement Does Not Always Beget Metalearning: Evidence from Three Countries

A preregistered, three-country randomized experiment on out-of-context image misinformation, manipulating a correction's channel affordances (synchronicity, bandwidth) across four conditions shows engagement mechanisms do not substitute for slow AI literacy.

Kokil Jaidka, I. Mujtahid, Peng Qi et al. · 0 citations

#artificial intelligence Preprint Jan 2026

Can One-Shot Test-Time Data Augmentation Help with Generalization?

This work designs and studies a simple yet natural operator named 1S-DAug, which comprises geometric perturbations with controlled noise injection and image-conditioned denoising, and obtains positive results on well-established image-classification benchmarks across four datasets and multiple models.

Yun-Wei Bai, Yao Shu, Ying Kiat Tan et al. · 0 citations