Interactive World Model papers organized by core research challenges.

The official implementation of "MagicPrompt: Ultra-Lightweight Prompt Tuing For Video Generation"

StatePlay: State-Aware Game World Models for Mechanics-Consistent Generation

An official implementation of DanceGRPO: Unleashing GRPO on Visual Generation

A Simple Baseline for Video World Models with Memory

[ICML'26] CameraNoise helps control the faithful camera movement 🎞️ in the video diffusion.

SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformer

SCOPE: Simulating Cross-game Operations in Playable Environments for FPS World Models

[CVPR 2026 findings] Code for "Erased, But Not Forgotten: Erased Rectified Flow Transformers Still Remain Unsafe Under Concept Attack"

Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond

ACM MM-2025 DSDNet:Raw Domain Demoiréing via Dual Color-Space Synergy

[Arxiv 2026] ReactiveGWM: Steering NPC in Reactive Game World Models

[Arxiv 2026] ReactiveGWM: Steering NPC in Reactive Game World Models

A unified inference and post-training framework for accelerated video generation.

Helios: Real Real-Time Long Video Generation Model

[ACM MM'26] 🎬 Tell the camera where to go: CT-1 understands your intent and generates videos with precise, spatially-aware camera control.

🎬 Tell the camera where to go: CT-1 understands your intent and generates videos with precise, spatially-aware camera control.

Code Implementation of "WorldCam: Interactive Autoregressive 3D Gaming Worlds with Camera Pose as a Unifying Geometric Representation"

Enjoy the magic of Diffusion models!

📹 A more flexible framework that can generate videos at any resolution and creates videos from images.

TCSVT 2025: MMGT: Motion Mask Guided Two-Stage Network for Co-Speech Gesture Video Generation

[ICLR2025 Spotlight] SVDQuant: Absorbing Outliers by Low-Rank Components for 4-Bit Diffusion Models

[ICLR'26] Rethinking High-Quality Aesthetic Poster Generation in a Unified Framework

A pipeline parallel training script for diffusion models.

[CVPR‘ 2025 ] JarvisIR: Elevating Autonomous Driving Perception with Intelligent Image Restoration