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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 .
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It's an exciting week in the Apple ecosphere. We have a fresh iPhone to swoon over and an iPad Air with the M4 chip (finally). Sure, the iPhone 17e is the brand's new budget-friendly phone option, but the price of $599 can still feel like a bit much. If you'd rather not dish out the funds for new Apple devices, T-Mobile has some nice deals in store.
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新规倒计时，行业洗牌在即2026年4月1日，一个即将到来的关键节点。