Tgn X ✦ ❲UPDATED❳

: Compressed representation of a node's past interactions.

: Used for predicting future interactions in complex systems, such as fluid dynamics or traffic flow . 2. Medical: Trigeminal Nerve (TGN) & Neuralgia

In medicine, stands for the Trigeminal Nerve , the largest cranial nerve responsible for facial sensation and motor functions like biting and chewing.

In AI, is a framework for deep learning on dynamic graphs (graphs that evolve over time, like social networks or financial transactions).

: TGNs maintain a "memory" (state) for each node, which is updated whenever a node is involved in an event (like a message or a link creation). Key Components :

: Computes messages for nodes involved in an event. Memory Updater : Updates node memory using the new messages.

: Generates the final temporal embedding of a node for downstream tasks like link prediction.