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Cover for 连接主义 VS 符号主义:AI 技术底层与发展路线之争
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Oct 12, 2025

连接主义 VS 符号主义:AI 技术底层与发展路线之争

左边那枚是连接主义的符号。它用流动的线条、螺旋与弧形,代表神经元之间的连续激活与分布式表示——没有明确的边界,也没有中心。每个分支都像在自我复制、递归生长,隐喻深层网络的涌现特性与自我组织。圆顶象征输入的总和,底部螺旋象征梯度与反馈的无尽迭代。整个符号向上展开,像是生物的神经丛,也像思想的树冠。 右边那枚是符号主义的符号。

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