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English(EN) Reconstruction differences rival individual differences in the fly compass connectome and break trained circuit models

果蝇大脑连接组重构影响AI模型性能

作者 PulseAugur 编辑部 · [2 个来源] ·

一篇新发表在arXiv上的研究论文调查了重构差异对基于连接组构建的神经网络模型的影响。研究人员发现，在单个果蝇连接组内突触检测和校对的差异，可能比个体果蝇之间的差异更显著地改变电路的行为。在这些不同的重构上训练的模型，在转移到不同的连接组时表现出显著的性能下降，这突显了模型需要考虑重构细节以及自然电路的鲁棒性。 AI

影响 强调了AI模型对数据变化的敏感性，表明需要改进鲁棒性和与重构无关的训练方法。

排序理由 该集群包含一篇发表在arXiv上的研究论文。

在 arXiv cs.NE (Neural & Evolutionary) 阅读 →

AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →

果蝇大脑连接组重构影响AI模型性能

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该集群包含一篇发表在arXiv上的研究论文。
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报道来源 [2]

  1. arXiv cs.LG TIER_1 English(EN) · Md Ali Ashraf Yad, Nazifa Tabassum Nabila ·

    Reconstruction differences rival individual differences in the fly compass connectome and break trained circuit models

    arXiv:2610.29205v1 Announce Type: cross Abstract: Neural network models are increasingly constructed from synapse-resolution connectomes, and the same circuit is now available in reconstructions from other animals and pipelines. We do not know whether such models are dependent on…

  2. arXiv cs.NE (Neural & Evolutionary) TIER_1 English(EN) · Nazifa Tabassum Nabila ·

    Reconstruction differences rival individual differences in the fly compass connectome and break trained circuit models

    Neural network models are increasingly constructed from synapse-resolution connectomes, and the same circuit is now available in reconstructions from other animals and pipelines. We do not know whether such models are dependent on the reconstruction they are built from, and wheth…

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