Update papers.bib

Author: mridulk97

_bibliography/papers.bib

@@ -181,6 +181,31 @@ @inproceedings{maruf2021biology
 
 
 
+@inbook{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)},
+chapter = {},
+pages = {675-683},
+doi = {10.1137/1.9781611976700.76},
+URL = {https://epubs.siam.org/doi/abs/10.1137/1.9781611976700.76},
+eprint = {https://epubs.siam.org/doi/pdf/10.1137/1.9781611976700.76},
+}
+
+
+@inbook{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)},
+chapter = {},
+pages = {271-279},
+doi = {10.1137/1.9781611976700.31},
+URL = {https://epubs.siam.org/doi/abs/10.1137/1.9781611976700.31},
+eprint = {https://epubs.siam.org/doi/pdf/10.1137/1.9781611976700.31},
+}
+
+
+