Agent / long-term memory
MemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards
Current frontier — recent, not yet superseded in the knowledge base
0 papers critique it · 0 beat it on benchmarks
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.