Training transformers where every layer W = V·Uᵀ from initialization reveals a corpus-determined optimal rank - looking for arXiv endorser (cs.LG) [D]

1. 1Initialize transformer layers using the W = V·Uᵀ formula
2. 2Train the transformer model on a corpus of data to reveal the optimal rank
3. 3Compare the performance of the model with and without the optimal rank initialization
4. 4Apply the optimal rank initialization to other transformer models and tasks
5. 5Analyze the effect of the optimal rank on model interpretability and explainability

Machine learning engineers and researchers working with transformer models can benefit from this technique to improve model performance and efficiency

💡 The optimal rank of a transformer model is determined by the corpus of data it is trained on, and initializing layers with W = V·Uᵀ can reveal this optimal rank

🤖 Training transformers with W = V·Uᵀ initialization reveals a corpus-determined optimal rank! 📊 #MachineLearning #Transformers