Update results

README.md

@@ -4,3 +4,22 @@ This repository aims to replicate the results from the ICML2020 paper "Robust Le
 
 - Paper: http://proceedings.mlr.press/v119/greenfeld20a/greenfeld20a-supp.pdf
 - Original Implementation: https://github.com/danielgreenfeld3/XIC
+
+## Preliminary results
+
+### Synthetic Data
+
+Training Params:
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+- Batch Size: 32
+- Learning Rate: 1e-3
+- L2 Regularization (Weight Decay): 1e-3
+- Num Epochs (Best of): 100
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+Experiment Params:
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+- Noise Distribution: Gaussian
+- Loss Function: HSIC
+- Num. Trials: 20
+
+![Dataset Size vs. MSE graph](https://github.com/santiag0m/robust-hsic/blob/main/results/gaussian_hsic_bs32_lr1e3_wd1e3.png)