Can I read Alpha RNN on EtoBox?
Alpha RNN by 8429shishir is a document available to read on EtoBox.
What is Alpha RNN about?
The paper introduces Alpha-RNN, a modified Recurrent Neural Network that enhances long-term dependency learning by incorporating a time-dependent scaling factor in the activation function, thereby improving stability without adding complexity. Unlike gated architectures, Alpha-RNN maintains simplicity and reduces computational overhead while addressing the vanishing gradient problem. Future work aims to explore learnable scaling functions and hybrid models to further enhance performance on long sequences.
- Author
- 8429shishir
- Language
- EN