X - Tgn

: Compressed representation of a node's past interactions.

: Computes messages for nodes involved in an event. Memory Updater : Updates node memory using the new messages. : Compressed representation of a node's past interactions

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

In medicine, stands for the Trigeminal Nerve , the largest cranial nerve responsible for facial sensation and motor functions like biting and chewing. : Compressed representation of a node's past interactions

: 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 :