Update README.md

README.md

@@ -48,4 +48,22 @@ So far I have results for `adamw` and `laprop` but have some `mars` on the way.
 ![Top-1](adamw/eval_top1_comparison.png)
 
 ## AdamW Train Loss
-![Loss](adamw/train_loss_comparison.png)
+![Loss](adamw/train_loss_comparison.png)
+
+# MARS
+
+|optim          |best_epoch|train_loss        |eval_loss         |eval_top1        |eval_top5        |
+|---------------|----------|------------------|------------------|-----------------|-----------------|
+|cmars, lr=1e-03|198.0     |2.054780960083008 |1.0435627010345458|74.91000185546875|92.08000146484376|
+|cmars, lr=2e-03|203.0     |2.0272469520568848|1.0705795244216918|74.31000185546876|91.54000092773435|
+|mars, lr=1e-03 |184.0     |2.219767808914185 |1.07215625667572  |74.06000178222656|91.6200013671875 |
+|mars, lr=2e-03 |197.0     |2.1453990936279297|1.0963781481742858|73.73000098876953|91.1500006225586 |
+|cmars, lr=5e-04|198.0     |2.2018630504608154|1.083557384109497 |73.32000045166015|91.67000092773438|
+|mars, lr=5e-04 |189.0     |2.322845220565796 |1.1199828132629397|72.02999995117187|90.86000173339843|
+
+
+## MARS Top-1 Evaluation Accuracy on Mini-ImageNet
+![Top-1](mars/eval_top1_comparison.png)
+
+## MARS Train Loss
+![Loss](mars/train_loss_comparison.png)