Update papers.bib

Author: mridulk97

_bibliography/papers.bib

@@ -178,10 +178,9 @@ @inproceedings{maruf2021biology
 
 
 
+## changed inbook to inproceedings
 
-
-
-@inbook{doi:10.1137/1.9781611976700.76,
+@inproceedings{doi:10.1137/1.9781611976700.76,
 author = {Jie Bu and Anuj Karpatne},
 title = {Quadratic Residual Networks: A New Class of Neural Networks for Solving Forward and Inverse Problems in Physics Involving PDEs},
 booktitle = {Proceedings of the 2021 SIAM International Conference on Data Mining (SDM)},
@@ -192,8 +191,7 @@ @inbook{doi:10.1137/1.9781611976700.76
 eprint = {https://epubs.siam.org/doi/pdf/10.1137/1.9781611976700.76},
 }
 
-
-@inbook{doi:10.1137/1.9781611976700.31,
+@inproceedings{doi:10.1137/1.9781611976700.31,
 author = {M. Maruf and Anuj Karpatne},
 title = {Maximizing Cohesion and Separation in Graph Representation Learning: A Distance-aware Negative Sampling Approach},
 booktitle = {Proceedings of the 2021 SIAM International Conference on Data Mining (SDM)},