Commit: d62dc11add78cb8a0b3ee67011341d82c24d560f

Number of runs per experiment: 1

Very concise format

+------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+
|                  | citeseer                | cora                    | cornell                 | pubmed                  | facebook                |
|                  | 140444151361744         | 140442279720208         | 140444138404752         | 140444151770896         | 140442278007696         |
+==================+=========================+=========================+=========================+=========================+=========================+
| gat              | val.best_acc  0.71±0.0  | val.best_acc  0.8±0.0   | val.best_acc  0.378±0.0 | val.best_acc  0.766±0.0 | val.best_acc  0.515±0.0 |
| default+I        | val.epoch     299.0±0.0 | val.epoch     299.0±0.0 | val.epoch     299.0±0.0 | val.epoch     299.0±0.0 | val.epoch     299.0±0.0 |
| adam ,lr:0.005   | test.acc      0.711±0.0 | test.acc      0.824±0.0 | test.acc      0.361±0.0 | test.acc      0.77±0.0  | test.acc      0.527±0.0 |
|                  | params        474962    | params        184533    | params        218831    | params        64585     | params        189437    |
+------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+
| gat              | val.best_acc  0.716±0.0 | val.best_acc  0.798±0.0 | val.best_acc  0.378±0.0 | val.best_acc  0.78±0.0  | val.best_acc  0.506±0.0 |
| default+I        | val.epoch     299.0±0.0 | val.epoch     299.0±0.0 | val.epoch     299.0±0.0 | val.epoch     299.0±0.0 | val.epoch     299.0±0.0 |
| adam ,lr:0.005-1 | test.acc      0.702±0.0 | test.acc      0.819±0.0 | test.acc      0.361±0.0 | test.acc      0.777±0.0 | test.acc      0.503±0.0 |
|                  | params        474962    | params        184533    | params        218831    | params        64585     | params        189437    |
+------------------+-------------------------+-------------------------+-------------------------+-------------------------+-------------------------+

Slightly more verbose
+------------------+-----------------------------------------+-----------------------------------------+--------------------------------------+-----------------------------------------+-----------------------------------------+
|                  | citeseer                                | cora                                    | cornell                              | pubmed                                  | facebook                                |
|                  | 140444151361744                         | 140442279720208                         | 140444138404752                      | 140444151770896                         | 140442278007696                         |
+==================+=========================================+=========================================+======================================+=========================================+=========================================+
| gat              | train.loss    0.786±0.0   0.786,0.786   | train.loss    0.762±0.0   0.762,0.762   | train.loss    1.127±0.0  1.127,1.127 | train.loss    0.339±0.0   0.339,0.339   | train.loss    2.059±0.0   2.059,2.059   |
| default+I        | train.acc     0.767±0.0   0.767,0.767   | train.acc     0.757±0.0   0.757,0.757   | train.acc     0.555±0.0  0.555,0.555 | train.acc     0.883±0.0   0.883,0.883   | train.acc     0.515±0.0   0.515,0.515   |
| adam ,lr:0.005   | train.time    30.266±0.0  30.266,30.266 | train.time    10.355±0.0  10.355,10.355 | train.time    4.718±0.0  4.718,4.718 | train.time    30.129±0.0  30.129,30.129 | train.time    20.292±0.0  20.292,20.292 |
|                  | val.best_acc  0.71±0.0    0.71,0.71     | val.best_acc  0.8±0.0     0.8,0.8       | val.best_acc  0.378±0.0  0.378,0.378 | val.best_acc  0.766±0.0   0.766,0.766   | val.best_acc  0.515±0.0   0.515,0.515   |
|                  | val.epoch     299.0±0.0   299,299       | val.epoch     299.0±0.0   299,299       | val.epoch     299.0±0.0  299,299     | val.epoch     299.0±0.0   299,299       | val.epoch     299.0±0.0   299,299       |
|                  | test.loss     1.07±0.0    1.07,1.07     | test.loss     0.714±0.0   0.714,0.714   | test.loss     1.399±0.0  1.399,1.399 | test.loss     0.594±0.0   0.594,0.594   | test.loss     1.976±0.0   1.976,1.976   |
|                  | test.acc      0.711±0.0   0.711,0.711   | test.acc      0.824±0.0   0.824,0.824   | test.acc      0.361±0.0  0.361,0.361 | test.acc      0.77±0.0    0.77,0.77     | test.acc      0.527±0.0   0.527,0.527   |
|                  | params        474962                    | params        184533                    | params        218831                 | params        64585                     | params        189437                    |
+------------------+-----------------------------------------+-----------------------------------------+--------------------------------------+-----------------------------------------+-----------------------------------------+
| gat              | train.loss    0.793±0.0   0.793,0.793   | train.loss    0.6±0.0     0.6,0.6       | train.loss    1.151±0.0  1.151,1.151 | train.loss    0.343±0.0   0.343,0.343   | train.loss    2.197±0.0  2.197,2.197    |
| default+I        | train.acc     0.808±0.0   0.808,0.808   | train.acc     0.836±0.0   0.836,0.836   | train.acc     0.564±0.0  0.564,0.564 | train.acc     0.883±0.0   0.883,0.883   | train.acc     0.489±0.0  0.489,0.489    |
| adam ,lr:0.005-1 | train.time    28.852±0.0  28.852,28.852 | train.time    10.462±0.0  10.462,10.462 | train.time    6.499±0.0  6.499,6.499 | train.time    29.907±0.0  29.907,29.907 | train.time    20.39±0.0  20.39,20.39    |
|                  | val.best_acc  0.716±0.0   0.716,0.716   | val.best_acc  0.798±0.0   0.798,0.798   | val.best_acc  0.378±0.0  0.378,0.378 | val.best_acc  0.78±0.0    0.78,0.78     | val.best_acc  0.506±0.0  0.506,0.506    |
|                  | val.epoch     299.0±0.0   299,299       | val.epoch     299.0±0.0   299,299       | val.epoch     299.0±0.0  299,299     | val.epoch     299.0±0.0   299,299       | val.epoch     299.0±0.0  299,299        |
|                  | test.loss     1.056±0.0   1.056,1.056   | test.loss     0.714±0.0   0.714,0.714   | test.loss     1.449±0.0  1.449,1.449 | test.loss     0.569±0.0   0.569,0.569   | test.loss     2.137±0.0  2.137,2.137    |
|                  | test.acc      0.702±0.0   0.702,0.702   | test.acc      0.819±0.0   0.819,0.819   | test.acc      0.361±0.0  0.361,0.361 | test.acc      0.777±0.0   0.777,0.777   | test.acc      0.503±0.0  0.503,0.503    |
|                  | params        474962                    | params        184533                    | params        218831                 | params        64585                     | params        189437                    |
+------------------+-----------------------------------------+-----------------------------------------+--------------------------------------+-----------------------------------------+-----------------------------------------+