Unverified50% confidenceFactExact time
S2Tok's innovation lies in introducing the temporal dimension—the token set grows over time, and old tokens can be modified by new observations, serving as hidden states in a recurrent system.
1
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50%
Confidence
Long-term
Relevance
10/8/2026
First Seen
Sources
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Related Claims
UnverifiedRNNs store memory in a recurrent hidden state that is passed forward step by step through time.62% similarUnverifiedRecurrent network architectures (such as LSTM/GRU) endow agents with the ability to remember historical observations by maintaining a hidden state that is updated across time steps, thereby enabling coherent decision-making in partially observable environments.61% similarUnverifiedThe persistent context mechanism explicitly maintains a continuously updatable state cache, which is similar to the KV Cache mechanism of large language models in that both trade space for time.61% similarUnverified1-2秒的刷新间隔是系统监控类应用在实时性和能效之间的最佳平衡点60% similar
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