Add links to README

README.md

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-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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+# Zero Bubble Pipeline Parallelism
+
+Zero Bubble Pipeline Parallelism is a novel pipeline parallelism algorithm able to reduce the bubble of pipeline parallelism to almost zero while preserving synchronous semantics.
+
+Check out our paper at:
+* [Arxiv Version with ZBV](https://arxiv.org/abs/2401.10241)
+* [ICLR Accepted version with ZB1P and ZB2P](https://openreview.net/pdf?id=tuzTN0eIO5)
+
+Try out our implementation based on Megatron on [https://github.com/sail-sg/zero-bubble-pipeline-parallelism](https://github.com/sail-sg/zero-bubble-pipeline-parallelism)
+
+Experiments shows zero bubble pipeline parallelism can accelerate training up to 30% with a similar memory comsumption. A detailed table of experiments is coming soon.