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Publication section in ToC (#54)

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README.md
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...@@ -20,6 +20,7 @@ compared to the state-of-art. ...@@ -20,6 +20,7 @@ compared to the state-of-art.
| [Getting Started](#getting-started) | DeepSpeed first steps | | [Getting Started](#getting-started) | DeepSpeed first steps |
| [Further Reading](#further-reading) | DeepSpeed features, tutorials, etc. | | [Further Reading](#further-reading) | DeepSpeed features, tutorials, etc. |
| [Contributing](#contributing) | Instructions for contributing to DeepSpeed | | [Contributing](#contributing) | Instructions for contributing to DeepSpeed |
| [Publications](#publications) | DeepSpeed publications |
...@@ -399,5 +400,5 @@ Conduct](https://opensource.microsoft.com/codeofconduct/). For more information ...@@ -399,5 +400,5 @@ Conduct](https://opensource.microsoft.com/codeofconduct/). For more information
[opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or
comments. comments.
## Publications # Publications
1. Samyam Rajbhandari, Jeff Rasley, Olatunji Ruwase, Yuxiong He. (2019) ZeRO: Memory Optimization Towards Training A Trillion Parameter Models. [ArXiv:1910.02054](https://arxiv.org/abs/1910.02054) 1. Samyam Rajbhandari, Jeff Rasley, Olatunji Ruwase, Yuxiong He. (2019) ZeRO: Memory Optimization Towards Training A Trillion Parameter Models. [ArXiv:1910.02054](https://arxiv.org/abs/1910.02054)
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