Unverified50% confidenceFactExact time
Rather than adopting generic information-theoretic measures, the method in this paper constructs the reward using the signal of whether new observations repeat historical state memory.
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Long-term
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10/20/2026
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UnverifiedOld memories with a high semantic match are often recalled more readily than newer memories that are less closely matched, thereby overriding the correct answer.70% similarUnverifiedHeavy-tailed memory traces are not only a diagnostic signature of limited retrieval mechanisms but can also serve as a practically exploitable control signal.70% similarUnverifiedHindsight primarily addresses long-term memory and semantic memory, converting historical interactions into retrievable structured data and injecting them into prompts via semantic similarity matching.69% similarUnverifiedNative memory approaches face questions of how memory is updated, how it is forgotten, and how to ensure no erroneous information is introduced, which are not yet fully addressed in the paper.67% similarUnverifiedMeta's MemoryBench checks whether a model can update facts within a single long conversation, but explicitly does not test persistent memory across sessions.67% similar
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