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Diffusion Model

A generative model that learns to produce data by reversing a gradual noising process. Used in NVIDIA Cosmos and UniSim for high-fidelity world simulation.

robotics model-based-rl simulation embodied-ai

What Is Diffusion Model?

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A generative model that learns to produce data by reversing a gradual noising process. In world models, diffusion-based architectures (used in NVIDIA Cosmos and UniSim) generate high-fidelity video frames representing possible future states of the environment.

Diffusion Model is a glossary concept in the architecture layer of the world models knowledge base.

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AttributeValue
TermDiffusion Model
CategoryArchitecture
DefinitionA generative model that learns to produce data by reversing a gradual noising process. In world models, diffusion-based architectures (used in NVIDIA Cosmos and UniSim) generate high-fidelity video frames representing possible future states of the environment.
Related Models2
Related Research1

Related Models

ModelLabCategory
NVIDIA CosmosNVIDIAFoundation World Model
UniSimGoogle DeepMindGenerative World Model

Related Research

TopicSummary
Foundation World ModelsHow foundation world models such as Cosmos and Genie 2 bring large-scale learned simulation to robotics, autonomous driving, and physical AI.

Related Terms

TermCategoryDefinition
Autoregressive ModelArchitectureA model that generates outputs one element at a time, where each output depends on previous elements. IRIS treats world modeling as autoregressive token prediction, bridging language modeling and world modeling techniques.
Foundation ModelParadigmsA large-scale model trained on broad data that can be adapted to many downstream tasks. Foundation world models (like NVIDIA Cosmos and Genie 2) learn general-purpose representations of world dynamics, analogous to how GPT models serve as foundations for language tasks.

Quick Answer

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  • Diffusion Model is a glossary concept used across world-models.io to clarify language, methods, and architectural ideas in the field.
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Lead editor Bernard Grenat.

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