update Readme

Signed-off-by: Xue, Chendi <chendi.xue@intel.com>

Author: xuechendi

README.md

@@ -81,7 +81,7 @@ Intel® End-to-End AI Optimization Kit provides step-by-step demos. Once complet
       * [ViT](demo/denas/computer_vision/DENAS_ViT_DEMO.ipynb) - Computer Vision, PyTorch
       * [BERT](demo/denas/bert/DENAS_BERT_DEMO.ipynb) - NLP, PyTorch
       * [ASR](demo/denas/asr/DENAS_ASR_DEMO.ipynb) - Speech Recognition, PyTorch
-      * [BERT](demo/denas/hf/DENAS_HF_DEMO.ipynb) - Hugging Face models, PyTorch
+      * [BERT Huggingface](demo/denas/hf/DENAS_HF_DEMO.ipynb) - Hugging Face models, PyTorch
 
   * Model Aadapter demos
      * [Model Adapter Overview](demo/ma/Model_Adapter_Summary.ipynb) 
@@ -97,12 +97,18 @@ Intel® End-to-End AI Optimization Kit provides step-by-step demos. Once complet
 
 ## Papers and Blogs
 
-* [ICYMI – SigOpt Summit Recap Democratizing End-to-End Recommendation Systems](https://sigopt.com/blog/icymi-sigopt-summit-recap-democratizing-end-to-end-recommendation-systems-with-jian-zhang/)
-* [The SigOpt Intelligent Experimentation Platform](https://www.intel.com/content/www/us/en/developer/articles/technical/sigopt-intelligent-experimentation-platform.html#gs.gz2ls6)
-* [SDC2022 - Data Platform for End-to-end AI Democratization](https://storagedeveloper.org/events/sdc-2022/agenda/session/326)
-* [SIHG4SR: Side Information Heterogeneous Graph for Session Recommender](https://dl.acm.org/doi/abs/10.1145/3556702.3556852)
-* [The Parallel Universe Magazine](https://www.intel.com/content/www/us/en/developer/community/parallel-universe-magazine/overview.html#gs.nznx3b)
-* [Accelerating Artificial Intelligence with Intel® End-to-End AI Optimization Kit](https://www.intel.com/content/www/us/en/developer/articles/technical/accelerate-ai-with-intel-e2e-ai-optimization-kit.html#gs.ox779w)
+* Published in 2023
+  * [The Parallel Universe Magazine - Accelerate AI Pipelines with New End-to-End AI Kit](https://www.intel.com/content/www/us/en/developer/articles/technical/accelerate-ai-with-intel-e2e-ai-optimization-kit.html)
+  * [Multi-Model, Hardware-Aware Train-Free Neural Architecture Search](https://community.intel.com/t5/Blogs/Tech-Innovation/Artificial-Intelligence-AI/Multi-Model-Hardware-Aware-Train-Free-Neural-Architecture-Search/post/1479863)
+  * [SigOpt Blog - Enhance Multi-Model Hardware-Aware Train-Free NAS with SigOpt](https://sigopt.com/blog/enhance-multi-model-hardware-aware-train-free-nas-with-sigopt)
+  * [The Intel® SIHG4SR Solution for the ACM RecSys Challenge 2022](https://www.intel.com/content/www/us/en/developer/articles/technical/sihg4sr-graph-solution-for-recsys-challenge-2022.html)
+* Published in 2022
+  * [ACM - SIHG4SR: Side Information Heterogeneous Graph for Session Recommender](https://dl.acm.org/doi/abs/10.1145/3556702.3556852)
+  * [ICYMI – SigOpt Summit Recap Democratizing End-to-End Recommendation Systems](https://sigopt.com/blog/icymi-sigopt-summit-recap-democratizing-end-to-end-recommendation-systems-with-jian-zhang/)
+  * [The SigOpt Intelligent Experimentation Platform](https://www.intel.com/content/www/us/en/developer/articles/technical/sigopt-intelligent-experimentation-platform.html#gs.gz2ls6)
+  * [SDC2022 - Data Platform for End-to-end AI Democratization](https://storagedeveloper.org/events/sdc-2022/agenda/session/326)
+
+
 
 ## Getting Support