Theorem ‘Independent or Uncorrelated Gaussian RVs’
→ SI&DA - Gaussian Random Variables → SI&DA - Definition of ‘Independent Random Variables’ → SI&DA - Definition of ‘Uncorrelated Random Variables’

→ Normally for RVs it true only the forward () case as shown in this theorem.