This guide is primarily aimed at researchers from AI and machine learning backgrounds who may not be familiar with neuroimaging methodology. Reconstruction from neuroimaging data has recently gained popularity at major AI conferences, but many approaches fall into common traps that are well known within neuroscience. These pitfalls can lead to misleading results, often due to misunderstandings about the nature of fMRI data or the limitations of datasets originally collected for other research questions. For a detailed discussion of such issues in recent reconstruction pipelines, see: Shirakawa, K. et al. (2025). Spurious reconstruction from brain activity, Neural Networks .
几曲唱罢，Maggie姐的情绪上来了，扭动腰身到池座坐下，那位四川助理很快粘了过来。“谁让你今天去深圳啦，没口福哦，我在水车屋吃了这么大一盘刺身呢！”Maggie姐一脸娇嗲，拿手比划起来——过去，那是她吃得几乎想吐的东西。助理识趣地接过话，用一种混杂着川普和粤语的口音恭维她的上司。两人大笑，抱成一团。
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