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在论文中，作者提到这个损失函数可能会导致专家网络之间的强烈耦合，因为一个专家网络的权重变化会影响到其他专家网络的decline。这种耦合可能会导致多个专家网络被用于处理每条样本，而不是专注于它们各自擅长的子任务。为了解决这个问题，论文提出了重新定义损失函数的方法，以鼓励专家网络之间的相互竞争。
Observe: If you are a current SCCA member or if you decide to be part of the SCCA, remember to you should definitely convey your SCCA membership card to any approaching party that you simply plan to be involved in usually you may be required to pay the non-member entry rate.
这里补充一下关于各种并行的方法的解释。标准的数据并行的定义是一个 batch 的数据在不同的 system 上并行处理，这时每一个 device 上都保存了模型的一份完整拷贝，前向计算完进行梯度汇总和更新。模型并行表示模型不同的参数（层、组件）分配到不同的 gadget 上，处理一个 batch 的数据。
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