Introduction
FramePack packs past-frame context by importance and studies generation drift, making memory and computation in longer video generation an independent research entry.
View full image ↗Figure 1: FramePack structures with different historical-frame importance schedules. Source: v3; the image version is distinct from the initial submission date.
Zhang, Lvmin; Cai, Shengqu; Li, Muyang; Wetzstein, Gordon; Agrawala, Maneesh · original paper / arXiv · Rights in the paper and depicted works remain with their holders. Research quotation does not establish an open licence; republication rights await independent review.
Source · Frame Context Packing and Drift Prevention in Next-Frame-Prediction Video Diffusion Models ↗RESEARCH ACCOUNT
FramePack packs past-frame context by importance and studies generation drift, making memory and computation in longer video generation an independent research entry.
ANTI-AI ARCHIVE · Revised 2026-10-03
What the paper investigates
Different historical frames receive different context budgets, allowing a fixed-length input to retain more frames. The paper discusses endpoints, sampling order and discrete history as drift-prevention strategies. The current version revises the original account, so its version date is retained separately.
Section sources: Frame Context Packing and Drift Prevention in Next-Frame-Prediction Video Diffusion Models
Its place in generative-art history
Editorial interpretation: longer sequences depend on what a model retains, forgets and accumulates as error. Duration becomes a production problem with memory and computation requirements rather than merely a number of seconds in a product announcement.
Section sources: Frame Context Packing and Drift Prevention in Next-Frame-Prediction Video Diffusion Models
Reading limits and versions
Fixed context cost does not imply indefinitely coherent video. This account reads the current version but dates the initial public submission.
Section sources: Frame Context Packing and Drift Prevention in Next-Frame-Prediction Video Diffusion Models
Sources for this account
Read the arXiv abstract, authors and version history, plus the selected figure/page on PDF page 4; proofs and full experiments were not independently audited.
Read the arXiv abstract, authors and version history, plus the selected figure/page on PDF page 4; proofs and full experiments were not independently audited. The account and translation are AI-assisted, pending independent human review. Section references identify evidence without claiming independent verification of every historical statement.
Continue with a comparative question
FramePack: compare methods, control or evaluation conditions with Self Forcing.
FramePack: compare methods, control or evaluation conditions with HunyuanVideo.
FramePack: compare methods, control or evaluation conditions with From images to video.
Dates & version record
Date displayed for this node: 2025-04-17 · Historical date recorded for the source: 2025-04-17
The timeline uses the initial arXiv submission, distinct from conference publication, model release and the archive addition on 3 October 2026. The account and image refer to v3; its date is recorded in the source history.
These dates refer to the historical event or recorded version, not this page’s publication date. The original date precision and unresolved questions are retained.
Original sources & further reading
These links lead to the cited paper, article, institution or conference page. External texts retain their source languages.
Frame Context Packing and Drift Prevention in Next-Frame-Prediction Video Diffusion Models
https://arxiv.org/abs/2504.12626
Current cited URL
Read the arXiv abstract, authors and version history, plus the selected figure/page on PDF page 4; proofs and full experiments were not independently audited.
Provenance, translation & verification
Archive node #319 · Initial research-paper submission; methods, evaluation and production conditions
Research materials & supplement references · 1
Recent research papers: additions and reconciled sources since 2022 · Read the arXiv abstract, authors and version history, plus the selected figure/page on PDF page 4; proofs and full experiments were not independently audited. · 031
Date as recorded: 2025-04-17
Frame Context Packing and Drift Prevention in Next-Frame-Prediction Video Diffusion Models ↗
Frame Context Packing and Drift Prevention in Next-Frame-Prediction Video Diffusion Models
Archive account based on the listed research materials, not a full translation of the linked work. AI-assisted translation; independent human review pending.
Official material was read within the stated scope; see the source note for reading limits and outstanding checks.
Cite this node
ANTI-AI ARCHIVE. Frame Context Packing and Drift Prevention in Next-Frame-Prediction Video Diffusion Models. Art-history node #319. https://salondesrefuses.cn/en/art-history/354
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