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News/SANE: State Anomaly Neutralization for Stable Extreme-Context Delta-Rule Models
arxiv
PublishedAugust 27, 2026 at 4:00 AM

SANE: State Anomaly Neutralization for Stable Extreme-Context Delta-Rule Models

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arXiv:2608.22354v2 Announce Type: replace-cross Abstract: Delta-Rule recurrent models maintain a fixed-size state, enabling $O(1)$ inference memory but potentially becoming unstable under extreme-context extrapolation. By tracking RWKV-7 over sequences of up to 100M tokens, we empirically identify a

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