Method Drift›Agent / long-term memory
Superseded baseline#46 of 63 most-superseded
AriGraph
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM AgentsAgent / long-term memory · first seen Jul 5, 2024
superseded — cited as a baseline and beaten by newer methods
1 papers critique it · 0 beat it on benchmarks
What papers say
Verbatim critique sentences, each from a paper that cites AriGraph as a baseline.
“tailored for text-based games with discrete state transitions, which are rarely present in the ambiguous boundaries of natural conversation.”
— GAM: Hierarchical Graph-based Agentic Memory for LLM Agents
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.
- Feb 26, 2026