update architecture graph and publication list (#1114)

Author: chensuyue

README.md

@@ -205,6 +205,7 @@ More details for validated models are available [here](docs/validated_model_list
 </table>
 
 ## Selected Publications
+* [PyTorch Inference Acceleration with Intel® Neural Compressor](https://medium.com/pytorch/pytorch-inference-acceleration-with-intel-neural-compressor-842ef4210d7d) (Jun 2022)
 * [Intel and Hugging Face Partner to Democratize Machine Learning Hardware Acceleration](https://huggingface.co/blog/intel) (Jun 2022)
 * [Intel® Deep Learning Boost - Boost Network Security AI Inference Performance in Google Cloud Platform (GCP)](https://networkbuilders.intel.com/solutionslibrary/intel-deep-learning-boost-boost-network-security-ai-inference-performance-in-google-cloud-platform-gcp-technology-guide) (Apr 2022)
 * [Intel® Neural Compressor joined PyTorch ecosystem tool ](https://pytorch.org/ecosystem/) (Apr 2022)

docs/imgs/architecture.png

@@ -1,6 +1,7 @@
 Full Publications 
 ==========
 
+* [PyTorch Inference Acceleration with Intel® Neural Compressor](https://medium.com/pytorch/pytorch-inference-acceleration-with-intel-neural-compressor-842ef4210d7d) (Jun 2022)
 * [Intel and Hugging Face Partner to Democratize Machine Learning Hardware Acceleration](https://huggingface.co/blog/intel) (Jun 2022)
 * [Intel® Neural Compressor oneAPI](https://www.intel.com/content/www/us/en/developer/tools/oneapi/neural-compressor.html) (Jun 2022)
 * [Intel® Deep Learning Boost - Boost Network Security AI Inference Performance in Google Cloud Platform (GCP)](https://networkbuilders.intel.com/solutionslibrary/intel-deep-learning-boost-boost-network-security-ai-inference-performance-in-google-cloud-platform-gcp-technology-guide) (Apr 2022)