Note Mnemoverse research on continuous abstraction control and emergent scale boundaries in knowledge graphs.

Note An evaluation frame for extraction, multi-session reasoning, temporal reasoning, updates, and abstention.

Note A production-oriented temporal knowledge graph approach and an important comparison point for dynamic memory.

Note Connects semantic and episodic memory in a graph world model for exploration and planning.

Note Treats memory as a managed system resource spanning plaintext, activation, and parameter-level representations.

Note A recent taxonomy mapping graph-based agent-memory design choices across structures, operations, and evaluation.

Note Controlled evaluation of diverse memory substrates across task and scale regimes; shows that no single substrate dominates and motivates adaptive routing.