Projects / Machines With Human-Like Memory
Subproject
KG Memory Transfer
The public repository for Short-Term-to-Long-Term Memory Transfer for Knowledge Graphs under Partial Observability.
Transfer
Study how short-term graph memory should become long-term memory.
Figure 1
Memory transfer problem
- Short-term observations
- Selection for retention
- Long-term graph memory
- Partial observability constraints
KG Memory Transfer focuses on consolidation: how an agent operating under partial observability should move information from transient observations into longer-term knowledge-graph memory without storing everything indiscriminately.
That makes memory transfer itself the object of study rather than just an implementation detail inside a larger system.
Continuation
Extend the temporal knowledge-graph line instead of restarting it.
Figure 2
Follow-on research path
- Builds on RoomKG work
- Focus on consolidation
- Longer-term memory architecture question
- Next step in the same research thread
This repository follows naturally from the RoomKG work. Once temporal knowledge-graph memory is in place, the next architectural question is not only how to query memory, but how memory should be consolidated over time.
So the project acts as a continuation of the graph-memory research direction rather than a separate disconnected effort.
Public anchor
Keep a public implementation anchor while the work grows.
Figure 3
Early public project surface
- Public repository anchor
- Space for code and future paper material
- Clear place in the project sequence
- Not just a placeholder entry
The repository is still lightweight, but it matters as the public anchor for this research direction. It gives the project line a place to attach code, notes, and later paper-facing material as the work matures.
That is enough reason to treat it as a dedicated subproject page instead of leaving it as a placeholder link.
Resources