My own reproduction of the TGN Paper
While working at Dragonfly, I worked a document retrieval system based on graph encoding of our entreprise information. This led me to discover temporal graphs as a concept. I hope that by modeling LLM agent tool use as a temporal graph we can achieve better retrieval metrics in our system.
Temporal Graph Networks for Deep Learning on Dynamic Graphs is a seminal paper in the temporal graph field and I wanted to do deep dive in its architecture.