Author

Xuanqi Huang

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Preprint Oct 2026

Neurons++: A Unified Visual-Stream Framework for Image and Video Reconstruction from fMRI with Neural-to-Visual Interpretability

Neurons++ is proposed, a visual-stream fMRI reconstruction framework for both static image and dynamic video reconstruction and achieves state-of-the-art video reconstruction and competitive image reconstruction across standard benchmarks.

Hao-Nan Wang, Yu-Chen Wang, Jing-Yu Lu et al. · 0 citations

#artificial intelligence May 2026

Mechanism Design Is Not Enough: Prosocial Agents for Cooperative AI

This work proves that the answer is negative: drawing from incomplete contract theory, it is formally shown that when contracts cannot distinguish all relevant future contingencies, there is a strictly positive welfare loss that no realistic mechanism can eliminate.

Xuanqi Huang, Charlie Tharas, Samuele G. Marro et al. · arXiv.org · 2 citations