README.md

metadata

title: Latent Dynamics Reasoning (LDR)
emoji: 🎬
colorFrom: red
colorTo: pink
sdk: gradio
sdk_version: 6.15.1
app_file: app.py
short_description: Extrapolate physical video from 3 conditioning frames
python_version: '3.10'
startup_duration_timeout: 30m

Latent Dynamics Reasoning (LDR)

Extrapolative video world model that rolls out future video frames from three initial conditioning images, reasoning about latent physical dynamics.

Upload three frames of a physical scene, pick the task type (uniform, parabola, collision, looming, bouncing), and the model generates ~29 future frames of predicted motion.

Based on: Learning How the World Evolves: Extrapolative Video World Models via Latent Dynamics Reasoning

• Model (Apache-2.0)
• Code
• Project Page