diff --git a/README.md b/README.md
index d3651e3..66cbb87 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 [![pipeline status]][gitlabci]
 
-Implementation of Salus ([arXiv] paper).
+Implementation of Salus (arXiv paper link coming soon).
 
 Must be used with a customized tensorflow at [SymbioticLab/tensorflow-salus][tf-salus].
 Note that these two projects are tightly coupled together. Make sure to use latest commit from both projects.
@@ -36,12 +36,11 @@ Requires `CMake 3.10` and modern compiler with c++14 support, e.g. `GCC 5.4` is
 
 See [toplevel CMakeLists.txt](CMakeLists.txt) for details.
 
-[arXiv]: https://arxiv.org/abc
 [tf-salus]: https://github.com/SymbioticLab/tensorflow-salus
-[gitlabci]: https://gitlab.com/Salus/Salus/pipeline
+[gitlabci]: https://gitlab.com/Salus/Salus/pipelines
 [pipeline status]: https://gitlab.com/Salus/Salus/badges/master/pipeline.svg
 [nvidia-docker]: https://github.com/NVIDIA/nvidia-docker
 [nlohmann-json]: https://github.com/nlohmann/json
 [concurrentqueue]: https://github.com/cameron314/concurrentqueue
 [docopt.cpp]: https://github.com/docopt/docopt.cpp
-[easyloggingpp]: https://github.com/muflihun/easyloggingpp
\ No newline at end of file
+[easyloggingpp]: https://github.com/muflihun/easyloggingpp