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@@ -414,7 +414,15 @@ In IEEE Computer Architecture Letters (CAL), 2019.
 - Ritchie Zhao, Yuwei Hu, Jordan Dotzel, Christopher De Sa, Zhiru Zhang.<br>
   *[Improving Neural Network Quantization without Retraining using Outlier Channel Splitting](https://arxiv.org/abs/1901.09504),*<br>
   arXiv:1901.09504, 2019
-  
+
+- Angad S. Rekhi, Brian Zimmer, Nikola Nedovic, Ningxi Liu, Rangharajan Venkatesan, Miaorong Wang, Brucek Khailany, William J. Dally, C. Thomas Gray.<br>
+*[Analog/Mixed-Signal Hardware Error Modeling for Deep Learning Inference](https://research.nvidia.com/sites/default/files/pubs/2019-06_Analog/Mixed-Signal-Hardware-Error/40_2_Rekhi_AMS_ML.pdf)*,<br>
+Nvidia Research, 2019.
+
+- Norio Nakata.<br>
+*[Recent Technical Development of Artificial Intelligence for Diagnostic Medical Imaging]( https://rd.springer.com/article/10.1007/s11604-018-0804-6)*,<br>
+In Japanese Journal of Radiology, February 2019, Volume 37, Issue 2, pp 103–108.
+
 -  Alexander Goncharenko, Andrey Denisov, Sergey Alyamkin, Evgeny Terentev.<br>
    *[Fast Adjustable Threshold For Uniform Neural Network Quantization](https://arxiv.org/abs/1812.07872)*,<br>
    arXiv:1812.07872, 2018