Method Drift›Agent / long-term memory
Tracked
Simulacra
Agent / long-term memory
present, but with little supersession signal in the knowledge base
0 papers critique it · 1 beat it on benchmarks
Beaten on benchmarks
Head-to-head results where a newer method reports beating Simulacra. Values are copied from the source paper's tables — verify against the cited paper.
- AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents
AriGraph beats Simulacra · normalized score [Treasure Hunt]
1.0 vs 0.4
- AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents
AriGraph beats Simulacra · normalized score [Cooking]
1.0 vs 0.3
- AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents
AriGraph beats Simulacra · normalized score [Cleaning]
0.79 vs 0.7
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.
- Feb 26, 2026