Can I read Transformers Learn Through Gradual Rank Increase on EtoBox?
Transformers Learn Through Gradual Rank Increase by Binbin Lin is a document available to read on EtoBox.
What is Transformers Learn Through Gradual Rank Increase about?
The document presents a study on the incremental learning dynamics of transformers, demonstrating that the difference between trained and initial weights increases in rank over time. The authors provide theoretical proof under specific assumptions and validate their findings through experiments, showing that these dynamics occur even without those assumptions. The research highlights connections to existing algorithms like LoRA and suggests potential future work in understanding and improving transformer tr
- Author
- Binbin Lin
- Language
- EN