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paperarXivTrust 82 · PrimaryPublished 1mo agoLive · 1mo ago

Prompt-Adapter Context Routing for Parameter-Efficient Multi-Shot Long Video Extrapolation

We present PACR-Video, a parameter-efficient framework for multi-shot long video extrapolation that preserves recurring entities, scene structure, visual style, and causal progression without full generator fine-tuning. PACR-Video keeps a text-to-video diffusion transformer frozen and augments it with low-rank temporal adapters conditioned by learned shot-role prompt tokens. To maintain long-horizon coherence, it builds a recursive prompt bank that stores compact entity, location, action, and style prompts from previous shots, then routes them through adapter gates according to predicted narra

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  • LinkedLinked via arxiv author · 85%Anna Cordoba

    Prompt-Adapter Context Routing for Parameter-Efficient Multi-Shot Long Video Extrapolation

  • LinkedLinked via arxiv author · 85%Adam Puente Tercero

    Prompt-Adapter Context Routing for Parameter-Efficient Multi-Shot Long Video Extrapolation

  • LinkedLinked via arxiv author · 85%Nerea Angulo Hijo

    Prompt-Adapter Context Routing for Parameter-Efficient Multi-Shot Long Video Extrapolation

  • LinkedLinked via arxiv author · 85%Mar Linares Tercero

    Prompt-Adapter Context Routing for Parameter-Efficient Multi-Shot Long Video Extrapolation

  • LinkedLinked via arxiv author · 85%Julia Barrientos

    Prompt-Adapter Context Routing for Parameter-Efficient Multi-Shot Long Video Extrapolation

  • LinkedLinked via arxiv author · 85%Ainhoa Miranda

    Prompt-Adapter Context Routing for Parameter-Efficient Multi-Shot Long Video Extrapolation

  • LinkedLinked via arxiv author · 85%Jesus Olivera

    Prompt-Adapter Context Routing for Parameter-Efficient Multi-Shot Long Video Extrapolation

  • PossiblePossibly related (embedding) · 51%FennelFetish/qapyq

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