typo

Author: jxbz

docs/source/intro/reading-list.rst

@@ -32,5 +32,5 @@ New developments
 - `Preconditioning and normalization in optimizing deep neural networks <https://github.com/ZQZCalin/trainit/blob/master/optimizers/muon/mango_report.pdf>`_
 - `Improving SOAP using iterative whitening and Muon <https://nikhilvyas.github.io/SOAP_Muon.pdf>`_
 - `On the concurrence of layer-wise preconditioning methods and provable feature learning <https://arxiv.org/abs/2502.01763>`_
-- `A note on the convergence of Muon and further improvements <https://arxiv.org/abs/2502.02900>`_
+- `A note on the convergence of Muon and further <https://arxiv.org/abs/2502.02900>`_
 - `Training deep learning models with norm-constrained LMOs <https://arxiv.org/abs/2502.07529>`_