docs: AdamD optimizer

Author: kozistr

README.rst

@@ -58,6 +58,8 @@ Supported Optimizers
 +--------------+----------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------+
 | AdaHessian   | *An Adaptive Second Order Optimizer for Machine Learning*                              | `github <https://github.com/amirgholami/adahessian>`__                            | `https://arxiv.org/abs/2006.00719 <https://arxiv.org/abs/2006.00719>`__                       |
 +--------------+----------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------+
+| AdamD        | *Improved bias-correction in Adam*                                                     |                                                                                   | `https://arxiv.org/abs/2110.10828 <https://arxiv.org/abs/2110.10828>`__                       |
++--------------+----------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------+
 | AdamP        | *Slowing Down the Slowdown for Momentum Optimizers on Scale-invariant Weights*         | `github <https://github.com/clovaai/AdamP>`__                                     | `https://arxiv.org/abs/2006.08217 <https://arxiv.org/abs/2006.08217>`__                       |
 +--------------+----------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------+
 | diffGrad     | *An Optimization Method for Convolutional Neural Networks*                             | `github <https://github.com/shivram1987/diffGrad>`__                              | `https://arxiv.org/abs/1909.11015v3 <https://arxiv.org/abs/1909.11015v3>`__                   |