From d2efb6f506736d1e152fea75b46d3791f05acdff Mon Sep 17 00:00:00 2001
From: Albert Reuther <reuther@ll.mit.edu>
Date: Tue, 29 Nov 2022 09:16:04 -0500
Subject: [PATCH] Corrected formatting issue  of 2022 IEEE Xplore DOI listing

---
 README.md    | 2 +-
 peak_2022.md | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 73fdb4e..efab9fd 100755
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@ A few colleagues and I at MIT Lincoln Laboratory Supercomputing Center (LLSC) ha
 So far we have published three papers at the IEEE-HPEC Conference and a fourth paper has been accepted at IEEE-HPEC 2022. Each of the papers are available in IEEE Xplore and arXiv.org.  The datasets that were compiled for these papers are available here on subpages, and more fields are available as CSV files. 
 
 ### 2022: 
-A. Reuther, P. Michaleas, M. Jones, V. Gadepally, S. Samsi and J. Kepner, "AI and ML Accelerator Survey and Trends," *2022 IEEE High Performance Extreme Computing Conference (HPEC)*, 2022, pp. 1-10, \[[IEEE Xplore doi: 10.1109/HPEC55821.2022.9926331](https://doi.org/10.1109/HPEC55821.2022.9926331) \[[ArXiv.org/abs/2210.04055](https://arxiv.org/abs/2210.04055)\] \[[data](peak_2022.md)\].
+A. Reuther, P. Michaleas, M. Jones, V. Gadepally, S. Samsi and J. Kepner, "AI and ML Accelerator Survey and Trends," *2022 IEEE High Performance Extreme Computing Conference (HPEC)*, 2022, pp. 1-10, \[[IEEE Xplore doi: 10.1109/HPEC55821.2022.9926331](https://doi.org/10.1109/HPEC55821.2022.9926331)\] \[[ArXiv.org/abs/2210.04055](https://arxiv.org/abs/2210.04055)\] \[[data](peak_2022.md)\].
 
 ### 2021: 
 A. Reuther, P. Michaleas, M. Jones, V. Gadepally, S. Samsi and J. Kepner, "AI Accelerator Survey and Trends," *2021 IEEE High Performance Extreme Computing Conference (HPEC)*, 2021, pp. 1-10, \[[IEEE Xplore doi: 10.1109/HPEC49654.2021.9622867](https://doi.org/10.1109/HPEC49654.2021.9622867)\] \[[ArXiv.org/abs/2109.08957](https://arxiv.org/abs/2109.08957)\] \[[data](peak_2021.md)\].
diff --git a/peak_2022.md b/peak_2022.md
index e07df2e..472688b 100644
--- a/peak_2022.md
+++ b/peak_2022.md
@@ -3,7 +3,7 @@
 
 This page has a list of some of the data columns/fields that are included in the 2022 IEEE-HPEC paper: 
 
-A. Reuther, P. Michaleas, M. Jones, V. Gadepally, S. Samsi and J. Kepner, "AI and ML Accelerator Survey and Trends," *2022 IEEE High Performance Extreme Computing Conference (HPEC)*, 2022, pp. 1-10, \[[IEEE Xplore doi: 10.1109/HPEC55821.2022.9926331](https://doi.org/10.1109/HPEC55821.2022.9926331) \[[ArXiv.org/abs/2210.04055](https://arxiv.org/abs/2210.04055)\]. 
+A. Reuther, P. Michaleas, M. Jones, V. Gadepally, S. Samsi and J. Kepner, "AI and ML Accelerator Survey and Trends," *2022 IEEE High Performance Extreme Computing Conference (HPEC)*, 2022, pp. 1-10, \[[IEEE Xplore doi: 10.1109/HPEC55821.2022.9926331](https://doi.org/10.1109/HPEC55821.2022.9926331)\] \[[ArXiv.org/abs/2210.04055](https://arxiv.org/abs/2210.04055)\]. 
 
 
 For the full dataset in CSV format, please download \[[peak-accelerators-ieee-hpec-2022.csv](peak-accelerators-ieee-hpec-2022.csv)\].