Agent / long-term memory
Present, but with little supersession signal in the knowledge base
0 papers critique it · 1 beat it on benchmarks
Head-to-head results where a newer method reports beating SAM2Act+. Values are copied from the source paper's tables — verify against the cited paper.
Chameleon beats SAM2Act+
97.3 vs 94.3
Success Rate · [MemoryBench (3 task-specific policies)]
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.