NEWS: New Preprint on "Transformers vs Mamba for Temporal Graph Embedding"

A Comparative Study on Dynamic Graph Embedding based on Mamba and Transformers

Publication December 15, 2024

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We are excited to share our latest preprint here, a wonderful collaboration with one PhD student–Varghese, Alan John from School of Engineering, Brown University. Congratulations to Ashish, Alan, and Sarang!

Authors: A Comparative Study on Dynamic Graph Embedding based on Mamba and Transformers
Authors: Parmanand Pandey, Ashish, Varghese, Alan John, Patil, Sarang, Xu, Mengjia*
Links: Download paper | GitHub Code | BibTex
Relevant works: TransformerG2G and DynG2G

People

Ashish Pandey
Matser's Student
Data Science, NJIT
Sarang Patil
PhD Student
Data Science, NJIT

Projects

A Comparative Study on Dynamic Graph Embedding based on Mamba and Transformers

This project investigates dynamic graph embedding techniques utilizing transformer models and the Mamba architecture. It introduces innovative models that improve performance and efficiency in temporal...