Added more references

andreped · Jan 21, 2024 · e82777f · e82777f
1 parent 3ebcd14
commit e82777f
Show file tree

Hide file tree

Showing 2 changed files with 23 additions and 1 deletion.
diff --git a/paper/paper.bib b/paper/paper.bib
@@ -1,3 +1,25 @@
+@misc{tensorflow2015abadi,
+title={{TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems}},
+url={https://www.tensorflow.org/},
+note={Software available from tensorflow.org},
+author={
+    Mart\'{\i}n~Abadi and
+    Ashish~Agarwal and
+    Paul~Barham and others},
+  year={2015},
+}
+
+@software{falcon2023lightning,
+  author       = {Falcon, William and others},
+  title        = {{PyTorch Lightning}},
+  month        = mar,
+  year         = 2023,
+  publisher    = {Zenodo},
+  version      = {2.0.1},
+  doi          = {10.5281/zenodo.7786025},
+  url          = {https://doi.org/10.5281/zenodo.7786025}
+}
+
 @article{10.3389/fmed.2022.971873,
   author={Pedersen, André and Smistad, Erik and Rise, Tor V. and Dale, Vibeke G. and Pettersen, Henrik S. and Nordmo, Tor-Arne S. and Bouget, David and Reinertsen, Ingerid and Valla, Marit},
   title={H2G-Net: A multi-resolution refinement approach for segmentation of breast cancer region in gigapixel histopathological images},

diff --git a/paper/paper.md b/paper/paper.md
@@ -39,7 +39,7 @@ A popular approach to counter this problem, is to utilize technique called gradi
 
 # Statement of need 
 
-Despite existing open-source implementation of gradient accumulation in various frameworks, TensorFlow has yet to offer a seemless and easy to use solution for gradient accumulation. To the best of our knowledge, `GradientAccumulator` is the first open-source Python package to enable gradient accumulation to be seamlessly added to TensorFlow model training pipelines. 
+Despite existing open-source implementation of gradient accumulation in various frameworks, TensorFlow [@tensorflow2015abadi] has yet to offer a seemless and easy to use solution for gradient accumulation. To the best of our knowledge, `GradientAccumulator` is the first open-source Python package to enable gradient accumulation to be seamlessly added to TensorFlow model training pipelines. 
 
 
 GradientAccumulator has already been used in several research studies [@pedersen2023h2gnet; @helland2023postopglioblastoma].