update doc

docs/docIRM.md

@@ -1,4 +1,5 @@
-# Trainer IRM (Invariant Risk Minimization)
+# Trainer IRM 
+## Invariant Risk Minimization
 
 Decompose a classification task into feature extraction $\Phi(\cdot)$ and classificaiton layer $w(\cdot)$, then the task loss is
 

docs/docMA.md

@@ -1,4 +1,5 @@
-# Simple Moving Average
+# Trainer SMV
+## Simple Moving Average
 For each epoch, convex combine the weights for each layey from Paper: Ensemble of Averages: Improving Model Selection and
 Boosting Performance in Domain Generalization, Devansh Arpit, Huan Wang, Yingbo Zhou, Caiming Xiong, Salesforce Research, USA
 

docs/doc_coral.md

@@ -1,4 +1,4 @@
-# Deep CORAL
+# Trainer CORAL
 ## Deep CORAL: Correlation Alignment for Deep Domain Adaptation
 
 nonlinear transformation that aligns correlations of

docs/doc_irl.md

@@ -1,4 +1,4 @@
-# Causal IRL
+# Trainer Causal IRL
 ## Invariant Causal Mechanisms through Distribution Matching
 
 Source: https://arxiv.org/pdf/2206.11646 

docs/index.rst

@@ -24,6 +24,7 @@ Welcome to domainlab's documentation!
    docMA
    doc_coral
    doc_irl
+   doc_miro
 
 
 Indices and tables