docs: PAdam optimizer

Author: kozistr

README.rst

@@ -216,7 +216,7 @@ You can check the supported optimizers with below code.
 +--------------+---------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------+
 | Prodigy      | *An Expeditiously Adaptive Parameter-Free Learner*                                                | `github <https://github.com/konstmish/prodigy>`__                                 | `https://arxiv.org/abs/2306.06101 <https://arxiv.org/abs/2306.06101>`__                       | `cite <https://github.com/konstmish/prodigy#how-to-cite>`__                                                          |
 +--------------+---------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------+
-| PAdam        | *Closing the Generalization Gap of Adaptive Gradient Methods in Training Deep Neural Networks*    | `github <https://github.com/nicolalandro/Padam>`__                                | `https://arxiv.org/abs/1806.06763 <https://arxiv.org/abs/1806.06763>`__                       | `cite <https://github.com/nicolalandro/Padam#citation>`__                                                            |
+| PAdam        | *Closing the Generalization Gap of Adaptive Gradient Methods in Training Deep Neural Networks*    | `github <https://github.com/uclaml/Padam>`__                                      | `https://arxiv.org/abs/1806.06763 <https://arxiv.org/abs/1806.06763>`__                       | `cite <https://github.com/uclaml/Padam#citation>`__                                                                  |
 +--------------+---------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------+
 
 Supported LR Scheduler