Agent / long-term memory
ReMem
Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory
Superseded baseline#43 of 63 most-superseded · first seen Nov 25, 2025
Superseded — cited as a baseline and beaten by newer methods
0 papers critique it · 1 beat it on benchmarks
Beaten on benchmarks
Head-to-head results where a newer method reports beating ReMem. Values are copied from the source paper's tables — verify against the cited paper.
Live-Evo beats ReMem
0.14 vs 0.16
Avg · [Self-Evolving Memory Methods]
Live-Evo: Online Evolution of Agentic Memory from Continuous Feedback
What to use instead
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.
- Feb 2, 2026