Update documentation (#1288)

Signed-off-by: chensuyue <[email protected]> (cherry picked from commit 708ac13)
intel · Sep 27, 2023 · cedd33b · cedd33b
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diff --git a/README.md b/README.md
@@ -141,6 +141,7 @@ q_model = fit(
 
 ## Selected Publications/Events
 * EMNLP'2023 (Under Review): [TEQ: Trainable Equivalent Transformation for Quantization of LLMs](https://openreview.net/forum?id=iaI8xEINAf&referrer=%5BAuthor%20Console%5D) (Sep 2023)
+* arXiv: [Efficient Post-training Quantization with FP8 Formats](https://arxiv.org/abs/2309.14592) (Sep 2023)
 * arXiv: [Optimize Weight Rounding via Signed Gradient Descent for the Quantization of LLMs](https://arxiv.org/abs/2309.05516) (Sep 2023)
 * Post on Social Media: [ONNXCommunityMeetup2023: INT8 Quantization for Large Language Models with Intel Neural Compressor](https://www.youtube.com/watch?v=luYBWA1Q5pQ)  (July 2023)
 * Blog by Intel: [Accelerate Llama 2 with Intel AI Hardware and Software Optimizations](https://www.intel.com/content/www/us/en/developer/articles/news/llama2.html) (July 2023)

diff --git a/docs/source/publication_list.md b/docs/source/publication_list.md
@@ -1,6 +1,7 @@
-Full Publications/Events (76)
+Full Publications/Events (77)
 ==========
-## 2023 (22)
+## 2023 (23)
+* arXiv: [Efficient Post-training Quantization with FP8 Formats](https://arxiv.org/abs/2309.14592) (Sep 2023)
 * EMNLP'2023 (Under Review): [TEQ: Trainable Equivalent Transformation for Quantization of LLMs](https://openreview.net/forum?id=iaI8xEINAf&referrer=%5BAuthor%20Console%5D) (Sep 2023)
 * arXiv: [Optimize Weight Rounding via Signed Gradient Descent for the Quantization of LLMs](https://arxiv.org/abs/2309.05516) (Sep 2023)
 * Blog on Medium: [Quantization Accuracy Loss Diagnosis with Neural Insights](https://medium.com/@NeuralCompressor/quantization-accuracy-loss-diagnosis-with-neural-insights-5d73f4ca2601) (Aug 2023)

diff --git a/examples/README.md b/examples/README.md
@@ -6,7 +6,7 @@ Intel® Neural Compressor validated examples with multiple compression technique
 # Quick Get Started Notebook Examples
 * [Quick Get Started Notebook of Intel® Neural Compressor for ONNXRuntime](/examples/notebook/onnxruntime/Quick_Started_Notebook_of_INC_for_ONNXRuntime.ipynb)
 
-* [Quick Get Started Notebook of Intel® Neural Compressor for Tensorflow](examples/notebook/tensorflow/resnet/resnet_quantization.ipynb)
+* [Quick Get Started Notebook of Intel® Neural Compressor for Tensorflow](/examples/notebook/tensorflow/resnet/resnet_quantization.ipynb)
 
 # Helloworld Examples