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Decoupled Weight Decay Regularization/paper/zh - Revision history
2026-04-27T17:00:13Z
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https://marovi.ai/index.php?title=Decoupled_Weight_Decay_Regularization/paper/zh&diff=12898&oldid=prev
DeployBot: Batch translate Decoupled Weight Decay Regularization/paper unit 143 → zh
2026-04-27T07:58:27Z
<p>Batch translate Decoupled Weight Decay Regularization/paper unit 143 → zh</p>
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<td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td>
<td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 07:58, 27 April 2026</td>
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<tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|}</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>|}</div></td></tr>
<tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br/></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br/></td></tr>
<tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div><del style="font-weight: bold; text-decoration: none;"><div class="mw-translate-fuzzy"></del></div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>其中 <math display="inline">\eta_{m\hspace{0pt}i\hspace{0pt}n}^{(i)}</math> 与 <math display="inline">\eta_{m\hspace{0pt}a\hspace{0pt}x}^{(i)}</math> 是乘子的取值范围，<math display="inline">T_{c\hspace{0pt}u\hspace{0pt}r}</math> 表示自上次 restart 以来已完成的 epoch 数。<math display="inline">T_{c\hspace{0pt}u\hspace{0pt}r}</math> 在每个 batch 迭代 <math display="inline">t</math> 处更新，因此不限于整数值。在每次第 <math display="inline">i</math> 次 restart 时调整（例如减小）<math display="inline">\eta_{m\hspace{0pt}i\hspace{0pt}n}^{(i)}</math> 与 <math display="inline">\eta_{m\hspace{0pt}a\hspace{0pt}x}^{(i)}</math>（亦可参见 Smith（[[#bib.bib18|2016]]<ins style="font-weight: bold; text-decoration: none;">））有可能进一步改善性能，但此处我们不考虑这一选项，以避免引入额外的超参数。当 </ins><math display="inline">\eta_{m\hspace{0pt}a\hspace{0pt}x}^{(i)} = 1</math> 且 <math display="inline">\eta_{m\hspace{0pt}i\hspace{0pt}n}^{(i)} = 0</math> 时，可将公式（[[#A2.E14|14]]）简化为</div></td></tr>
<tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>其中 <math display="inline">\eta_{m\hspace{0pt}i\hspace{0pt}n}^{(i)}</math> 与 <math display="inline">\eta_{m\hspace{0pt}a\hspace{0pt}x}^{(i)}</math> 是乘子的取值范围，<math display="inline">T_{c\hspace{0pt}u\hspace{0pt}r}</math> 表示自上次 restart 以来已完成的 epoch 数。<math display="inline">T_{c\hspace{0pt}u\hspace{0pt}r}</math> 在每个 batch 迭代 <math display="inline">t</math> 处更新，因此不限于整数值。在每次第 <math display="inline">i</math> 次 restart 时调整（例如减小）<math display="inline">\eta_{m\hspace{0pt}i\hspace{0pt}n}^{(i)}</math> 与 <math display="inline">\eta_{m\hspace{0pt}a\hspace{0pt}x}^{(i)}</math>（亦可参见 Smith（[[#bib.bib18|2016]]<del style="font-weight: bold; text-decoration: none;">)）有可能进一步改善性能，但此处我们不考虑这一选项，以避免引入额外的超参数。当 </del><math display="inline">\eta_{m\hspace{0pt}a\hspace{0pt}x}^{(i)} = 1</math> 且 <math display="inline">\eta_{m\hspace{0pt}i\hspace{0pt}n}^{(i)} = 0</math> 时，可将公式（[[#A2.E14|14]]）简化为</div></td><td colspan="2" class="diff-side-added"></td></tr>
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<tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>{| id="A4.EGx6" class="wikitable"</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>{| id="A4.EGx6" class="wikitable"</div></td></tr>
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DeployBot: Batch translate Decoupled Weight Decay Regularization/paper unit 71 → zh
2026-04-27T07:33:48Z
<p>Batch translate Decoupled Weight Decay Regularization/paper unit 71 → zh</p>
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