diff --git a/README.md b/README.md
index ec600be..67d879d 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,17 @@
 # TM-GCN
-Pytorch code for TM-GCN method, a Dynamic Graph Convolutional Networks Using the Tensor M-Product
+PyTorch code for the TM-GCN method, a dynamic graph convolutional network which uses the tensor M-product. For further information about the method, please see our paper:
+
+```
+@inproceedings{malik2021dynamic,
+  title = {Dynamic Graph Convolutional Networks Using the Tensor {M}-Product},
+  booktitle = {Proceedings of the 2021 {SIAM} International Conference on Data Mining ({SDM})},
+  author = {Malik, Osman Asif and Ubaru, Shashanka and Horesh, Lior and Kilmer, Misha E. and Avron, Haim},
+  year = {2021},
+  pages = {729--737},
+  doi = {10.1137/1.9781611976700.82}
+}
+```
+
+The published version is available at https://doi.org/10.1137/1.9781611976700.82, and a preprint which includes supplementary material is available at https://arxiv.org/abs/1910.07643
+
+If you use our code in any of your work, please reference our paper.
\ No newline at end of file
diff --git a/TensorGCN-master/Graph_SEIR.mat b/TM-GCN-master/Graph_SEIR.mat
similarity index 100%
rename from TensorGCN-master/Graph_SEIR.mat
rename to TM-GCN-master/Graph_SEIR.mat
diff --git a/TensorGCN-master/README.md b/TM-GCN-master/README.md
similarity index 100%
rename from TensorGCN-master/README.md
rename to TM-GCN-master/README.md
diff --git a/TensorGCN-master/SBM_EvovleGCN.py b/TM-GCN-master/SBM_EvovleGCN.py
similarity index 100%
rename from TensorGCN-master/SBM_EvovleGCN.py
rename to TM-GCN-master/SBM_EvovleGCN.py
diff --git a/TensorGCN-master/SBM_our.py b/TM-GCN-master/SBM_our.py
similarity index 100%
rename from TensorGCN-master/SBM_our.py
rename to TM-GCN-master/SBM_our.py
diff --git a/TensorGCN-master/data/chess/README.chess b/TM-GCN-master/data/chess/README.chess
similarity index 100%
rename from TensorGCN-master/data/chess/README.chess
rename to TM-GCN-master/data/chess/README.chess
diff --git a/TensorGCN-master/data/chess/meta.chess b/TM-GCN-master/data/chess/meta.chess
similarity index 100%
rename from TensorGCN-master/data/chess/meta.chess
rename to TM-GCN-master/data/chess/meta.chess
diff --git a/TensorGCN-master/data/chess/out.chess.csv b/TM-GCN-master/data/chess/out.chess.csv
similarity index 100%
rename from TensorGCN-master/data/chess/out.chess.csv
rename to TM-GCN-master/data/chess/out.chess.csv
diff --git a/TensorGCN-master/embedding_help_functions.py b/TM-GCN-master/embedding_help_functions.py
similarity index 100%
rename from TensorGCN-master/embedding_help_functions.py
rename to TM-GCN-master/embedding_help_functions.py
diff --git a/TensorGCN-master/evolvegcn_functions.py b/TM-GCN-master/evolvegcn_functions.py
similarity index 100%
rename from TensorGCN-master/evolvegcn_functions.py
rename to TM-GCN-master/evolvegcn_functions.py
diff --git a/TensorGCN-master/experiment_amlsim_baseline.py b/TM-GCN-master/experiment_amlsim_baseline.py
similarity index 100%
rename from TensorGCN-master/experiment_amlsim_baseline.py
rename to TM-GCN-master/experiment_amlsim_baseline.py
diff --git a/TensorGCN-master/experiment_amlsim_evolvegcn.py b/TM-GCN-master/experiment_amlsim_evolvegcn.py
similarity index 100%
rename from TensorGCN-master/experiment_amlsim_evolvegcn.py
rename to TM-GCN-master/experiment_amlsim_evolvegcn.py
diff --git a/TensorGCN-master/experiment_amlsim_our.py b/TM-GCN-master/experiment_amlsim_our.py
similarity index 100%
rename from TensorGCN-master/experiment_amlsim_our.py
rename to TM-GCN-master/experiment_amlsim_our.py
diff --git a/TensorGCN-master/experiment_amlsim_wd-gcn.py b/TM-GCN-master/experiment_amlsim_wd-gcn.py
similarity index 100%
rename from TensorGCN-master/experiment_amlsim_wd-gcn.py
rename to TM-GCN-master/experiment_amlsim_wd-gcn.py
diff --git a/TensorGCN-master/experiment_bitcoin_baseline.py b/TM-GCN-master/experiment_bitcoin_baseline.py
similarity index 100%
rename from TensorGCN-master/experiment_bitcoin_baseline.py
rename to TM-GCN-master/experiment_bitcoin_baseline.py
diff --git a/TensorGCN-master/experiment_bitcoin_baseline_link_prediction.py b/TM-GCN-master/experiment_bitcoin_baseline_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_bitcoin_baseline_link_prediction.py
rename to TM-GCN-master/experiment_bitcoin_baseline_link_prediction.py
diff --git a/TensorGCN-master/experiment_bitcoin_evolvegcn.py b/TM-GCN-master/experiment_bitcoin_evolvegcn.py
similarity index 100%
rename from TensorGCN-master/experiment_bitcoin_evolvegcn.py
rename to TM-GCN-master/experiment_bitcoin_evolvegcn.py
diff --git a/TensorGCN-master/experiment_bitcoin_evolvegcn_link_prediction.py b/TM-GCN-master/experiment_bitcoin_evolvegcn_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_bitcoin_evolvegcn_link_prediction.py
rename to TM-GCN-master/experiment_bitcoin_evolvegcn_link_prediction.py
diff --git a/TensorGCN-master/experiment_bitcoin_our.py b/TM-GCN-master/experiment_bitcoin_our.py
similarity index 100%
rename from TensorGCN-master/experiment_bitcoin_our.py
rename to TM-GCN-master/experiment_bitcoin_our.py
diff --git a/TensorGCN-master/experiment_bitcoin_our_link_prediction.py b/TM-GCN-master/experiment_bitcoin_our_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_bitcoin_our_link_prediction.py
rename to TM-GCN-master/experiment_bitcoin_our_link_prediction.py
diff --git a/TensorGCN-master/experiment_bitcoin_wd-gcn.py b/TM-GCN-master/experiment_bitcoin_wd-gcn.py
similarity index 100%
rename from TensorGCN-master/experiment_bitcoin_wd-gcn.py
rename to TM-GCN-master/experiment_bitcoin_wd-gcn.py
diff --git a/TensorGCN-master/experiment_bitcoin_wd-gcn_link_prediction.py b/TM-GCN-master/experiment_bitcoin_wd-gcn_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_bitcoin_wd-gcn_link_prediction.py
rename to TM-GCN-master/experiment_bitcoin_wd-gcn_link_prediction.py
diff --git a/TensorGCN-master/experiment_chess_baseline.py b/TM-GCN-master/experiment_chess_baseline.py
similarity index 100%
rename from TensorGCN-master/experiment_chess_baseline.py
rename to TM-GCN-master/experiment_chess_baseline.py
diff --git a/TensorGCN-master/experiment_chess_baseline_link_prediction.py b/TM-GCN-master/experiment_chess_baseline_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_chess_baseline_link_prediction.py
rename to TM-GCN-master/experiment_chess_baseline_link_prediction.py
diff --git a/TensorGCN-master/experiment_chess_evolvegcn.py b/TM-GCN-master/experiment_chess_evolvegcn.py
similarity index 100%
rename from TensorGCN-master/experiment_chess_evolvegcn.py
rename to TM-GCN-master/experiment_chess_evolvegcn.py
diff --git a/TensorGCN-master/experiment_chess_evolvegcn_link_prediction.py b/TM-GCN-master/experiment_chess_evolvegcn_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_chess_evolvegcn_link_prediction.py
rename to TM-GCN-master/experiment_chess_evolvegcn_link_prediction.py
diff --git a/TensorGCN-master/experiment_chess_our.py b/TM-GCN-master/experiment_chess_our.py
similarity index 100%
rename from TensorGCN-master/experiment_chess_our.py
rename to TM-GCN-master/experiment_chess_our.py
diff --git a/TensorGCN-master/experiment_chess_our_link_prediction.py b/TM-GCN-master/experiment_chess_our_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_chess_our_link_prediction.py
rename to TM-GCN-master/experiment_chess_our_link_prediction.py
diff --git a/TensorGCN-master/experiment_chess_wd-gcn.py b/TM-GCN-master/experiment_chess_wd-gcn.py
similarity index 100%
rename from TensorGCN-master/experiment_chess_wd-gcn.py
rename to TM-GCN-master/experiment_chess_wd-gcn.py
diff --git a/TensorGCN-master/experiment_chess_wd-gcn_link_prediction.py b/TM-GCN-master/experiment_chess_wd-gcn_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_chess_wd-gcn_link_prediction.py
rename to TM-GCN-master/experiment_chess_wd-gcn_link_prediction.py
diff --git a/TensorGCN-master/experiment_reddit_baseline.py b/TM-GCN-master/experiment_reddit_baseline.py
similarity index 100%
rename from TensorGCN-master/experiment_reddit_baseline.py
rename to TM-GCN-master/experiment_reddit_baseline.py
diff --git a/TensorGCN-master/experiment_reddit_baseline_link_prediction.py b/TM-GCN-master/experiment_reddit_baseline_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_reddit_baseline_link_prediction.py
rename to TM-GCN-master/experiment_reddit_baseline_link_prediction.py
diff --git a/TensorGCN-master/experiment_reddit_evolvegcn.py b/TM-GCN-master/experiment_reddit_evolvegcn.py
similarity index 100%
rename from TensorGCN-master/experiment_reddit_evolvegcn.py
rename to TM-GCN-master/experiment_reddit_evolvegcn.py
diff --git a/TensorGCN-master/experiment_reddit_evolvegcn_link_prediction.py b/TM-GCN-master/experiment_reddit_evolvegcn_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_reddit_evolvegcn_link_prediction.py
rename to TM-GCN-master/experiment_reddit_evolvegcn_link_prediction.py
diff --git a/TensorGCN-master/experiment_reddit_our.py b/TM-GCN-master/experiment_reddit_our.py
similarity index 100%
rename from TensorGCN-master/experiment_reddit_our.py
rename to TM-GCN-master/experiment_reddit_our.py
diff --git a/TensorGCN-master/experiment_reddit_our_link_prediction.py b/TM-GCN-master/experiment_reddit_our_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_reddit_our_link_prediction.py
rename to TM-GCN-master/experiment_reddit_our_link_prediction.py
diff --git a/TensorGCN-master/experiment_reddit_wd-gcn.py b/TM-GCN-master/experiment_reddit_wd-gcn.py
similarity index 100%
rename from TensorGCN-master/experiment_reddit_wd-gcn.py
rename to TM-GCN-master/experiment_reddit_wd-gcn.py
diff --git a/TensorGCN-master/experiment_reddit_wd-gcn_link_prediction.py b/TM-GCN-master/experiment_reddit_wd-gcn_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_reddit_wd-gcn_link_prediction.py
rename to TM-GCN-master/experiment_reddit_wd-gcn_link_prediction.py
diff --git a/TensorGCN-master/experiment_uci_baseline_link_prediction.py b/TM-GCN-master/experiment_uci_baseline_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_uci_baseline_link_prediction.py
rename to TM-GCN-master/experiment_uci_baseline_link_prediction.py
diff --git a/TensorGCN-master/experiment_uci_evolvegcn_link_prediction.py b/TM-GCN-master/experiment_uci_evolvegcn_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_uci_evolvegcn_link_prediction.py
rename to TM-GCN-master/experiment_uci_evolvegcn_link_prediction.py
diff --git a/TensorGCN-master/experiment_uci_our_link_prediction.py b/TM-GCN-master/experiment_uci_our_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_uci_our_link_prediction.py
rename to TM-GCN-master/experiment_uci_our_link_prediction.py
diff --git a/TensorGCN-master/experiment_uci_wd-gcn_link_prediction.py b/TM-GCN-master/experiment_uci_wd-gcn_link_prediction.py
similarity index 100%
rename from TensorGCN-master/experiment_uci_wd-gcn_link_prediction.py
rename to TM-GCN-master/experiment_uci_wd-gcn_link_prediction.py
diff --git a/TensorGCN-master/full_read_data.py b/TM-GCN-master/full_read_data.py
similarity index 100%
rename from TensorGCN-master/full_read_data.py
rename to TM-GCN-master/full_read_data.py
diff --git a/TensorGCN-master/graph_SEIR_evolvegcn.py b/TM-GCN-master/graph_SEIR_evolvegcn.py
similarity index 100%
rename from TensorGCN-master/graph_SEIR_evolvegcn.py
rename to TM-GCN-master/graph_SEIR_evolvegcn.py
diff --git a/TensorGCN-master/graph_SEIR_wd_gcn.py b/TM-GCN-master/graph_SEIR_wd_gcn.py
similarity index 100%
rename from TensorGCN-master/graph_SEIR_wd_gcn.py
rename to TM-GCN-master/graph_SEIR_wd_gcn.py
diff --git a/TensorGCN-master/read_data.m b/TM-GCN-master/read_data.m
similarity index 100%
rename from TensorGCN-master/read_data.m
rename to TM-GCN-master/read_data.m
diff --git a/TensorGCN-master/read_data.py b/TM-GCN-master/read_data.py
similarity index 100%
rename from TensorGCN-master/read_data.py
rename to TM-GCN-master/read_data.py
diff --git a/TensorGCN-master/test_graph_SEIR.py b/TM-GCN-master/test_graph_SEIR.py
similarity index 100%
rename from TensorGCN-master/test_graph_SEIR.py
rename to TM-GCN-master/test_graph_SEIR.py
diff --git a/TensorGCN-master/wd_gcn_functions.py b/TM-GCN-master/wd_gcn_functions.py
similarity index 100%
rename from TensorGCN-master/wd_gcn_functions.py
rename to TM-GCN-master/wd_gcn_functions.py