Author

Haolin Chen

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Preprint Aug 2026

DeltaFlow: Noise-Adaptive Bidirectional Gated Delta Networks for Embedded Language Flows

DeltaFlow is a promising alternative to dense attention for efficient continuous language denoising and noise-adaptive memory control and scheduled Temporal State Consistency to stabilize hidden representations across nearby noise levels are introduced.

Guangfu Guo, Xiaoqian Lu, Linsey Pang et al. · 0 citations