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Reality Gap

The discrepancy between simulated and real-world environments that causes policies trained in simulation to fail when deployed on physical systems.

robotics model-based-rl simulation embodied-ai

What Is Reality Gap?

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The discrepancy between simulated and real-world environments that causes policies trained in simulation to fail when deployed on physical systems. Learned world models trained on real-world data help reduce this gap compared to hand-crafted simulators.

Reality Gap is a glossary concept in the concepts layer of the world models knowledge base.

Term Snapshot

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AttributeValue
TermReality Gap
CategoryConcepts
DefinitionThe discrepancy between simulated and real-world environments that causes policies trained in simulation to fail when deployed on physical systems. Learned world models trained on real-world data help reduce this gap compared to hand-crafted simulators.
Related Models2
Related Research2

Related Models

ModelLabCategory
NVIDIA CosmosNVIDIAFoundation World Model
UniSimGoogle DeepMindGenerative World Model

Related Research

TopicSummary
World Models for RoboticsHow world models improve robot learning, learned simulation, safe exploration, and sim-to-real transfer across manipulation, navigation, and control.
AI Simulation SystemsHow AI simulation systems and learned simulators reduce the reality gap and extend or replace hand-crafted engines for autonomous agents.

Related Terms

TermCategoryDefinition
Sim-to-Real TransferApplicationsThe process of transferring policies or skills learned in simulation to real-world robots or environments. World models help narrow the 'reality gap' by learning dynamics from real data rather than relying on hand-crafted simulators.

Quick Answer

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  • Reality Gap is a glossary concept used across world-models.io to clarify language, methods, and architectural ideas in the field.
  • Use this page to get the definition quickly, then continue into related models, research topics, and adjacent terms for context.

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Published by world-models.io editorial board.

Lead editor Bernard Grenat.

This glossary page publishes stable definitions linked to related models, research topics, and primary-source context.

Each editorial page is assembled from primary sources, normalized into extractable summaries, checked for factual drift, and reviewed before publication or major refreshes. Last reviewed: 2026-06-21.

Pages are refreshed when a new paper, benchmark, release, architecture update, or stronger primary source materially changes the answer a reader or AI system should retrieve.

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