SUPER FAST! 5-second video in 45 seconds! **Who it's for:** creators who want this pipeline in ComfyUI without assembling nodes from scratch. **Not for:** one-click results with zero tuning — you still choose inputs, prompts, and settings. ### Open preloaded workflow on RunComfy [Open preloaded workflow on RunComfy...
SUPER FAST! 5-second video in 45 seconds!
**Who it's for:** creators who want this pipeline in ComfyUI without assembling nodes from scratch. **Not for:** one-click results with zero tuning — you still choose inputs, prompts, and settings. ### Open preloaded workflow on RunComfy [Open preloaded workflow on RunComfy (browser)](https://www.runcomfy.com/comfyui-workflows/self-forcing-autoregressive-keyframe-to-video-generation?utm_source=civitai&utm_medium=referral) **Why RunComfy first** - **Fewer missing-node surprises** — run the graph in a managed environment before you mirror it locally. - **Quick GPU tryout** — useful if your local VRAM or install time is the bottleneck. - **Matches the published JSON** — the zip follows the same runnable workflow you can open on RunComfy. **When downloading for local ComfyUI makes sense** — you want full control over models on disk, batch scripting, or offline runs. **How to use (local ComfyUI)** 1. Load inputs (images/video/audio) in the marked loader nodes. 2. Set prompts, resolution, and seeds; start with a short test run. 3. Export from the Save / Write nodes shown in the graph. **Expectations** — First run may pull **large weights**; cloud runs may require a **free RunComfy account**. --- ### Overview Self Forcing trains autoregressive video diffusion models by simulating the inference process during training, performing autoregressive rollout with KV caching. It resolves the train-test distribution mismatch and enables real-time, streaming video generation on a single RTX 4090 while matching the quality of state-of-the-art diffusion models.
In simple terms, it allows you to generate smooth videos by providing start and end keyframe reference images along with a guiding text prompt, producing identity-consistent and motion-smooth video synthesis.
### Notes **Self Forcing | Autoregressive Keyframe-to-Video Generation** — see [RunComfy page](https://www.runcomfy.com/comfyui-workflows/self-forcing-autoregressive-keyframe-to-video-generation?utm_source=civitai&utm_medium=referral) for the latest node requirements.
SUPER FAST! 5-second video in 45 seconds! **Who it's for:** creators who want this pipeline in ComfyUI without assembling nodes from scratch. **Not for:** one-click results with zero tuning — you still choose inputs, prompts, and settings. ### Open preloaded…
SUPER FAST! 5-second video in 45 seconds!
**Who it's for:** creators who want this pipeline in ComfyUI without assembling nodes from scratch. **Not for:** one-click results with zero tuning — you still choose inputs, prompts, and settings.
### Open…
