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paperarXivTrust 82 · PrimaryPublished 2d agoLive · 1h ago

LayerRecall: A State-Conditioned Memory Router for Long-Horizon Consistency in Video Generation

Autoregressive video diffusion enables scalable long-video generation by producing chunks from a bounded recent context. While recency-based caching preserves local continuity, it evicts historical cues needed when subjects, objects, scenes, or attributes reappear. Existing memory mechanisms expose models to nonlocal history, but access alone does not ensure effective use. Our analysis reveals that video DiT layers exhibit distinct preferences for current, recent, and distant context, suggesting that long-range memory requires deciding both what to retrieve and where to use it. We introduce La

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  • FuzzySimilar title/name (fuzzy) · 84%Thysrael/Horizon

    Fuzzy title match (0.92): “LayerRecall: A State-Conditioned Memory Router for Long-Hori” ≈ “Thysrael/Horizon”

  • FuzzyOverlapping authors or contributors · 62%Kong/kong

    Shared author/contributor keys: kong

  • FuzzySimilar title/name (fuzzy) · 59%Developer-Y/cs-video-courses

    Fuzzy title match (0.73): “LayerRecall: A State-Conditioned Memory Router for Long-Hori” ≈ “Developer-Y/cs-video-courses”

  • FuzzySimilar title/name (fuzzy) · 59%BlockRunAI/ClawRouter

    Fuzzy title match (0.73): “LayerRecall: A State-Conditioned Memory Router for Long-Hori” ≈ “BlockRunAI/ClawRouter”

  • LinkedLinked via arxiv author · 85%Yixuan Ding

    LayerRecall: A State-Conditioned Memory Router for Long-Horizon Consistency in Video Generation

  • LinkedLinked via arxiv author · 85%Jiahao Kong

    LayerRecall: A State-Conditioned Memory Router for Long-Horizon Consistency in Video Generation

  • LinkedLinked via arxiv author · 85%Shuwei Huang

    LayerRecall: A State-Conditioned Memory Router for Long-Horizon Consistency in Video Generation

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