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diamond

DIAMOND (DIffusion As a Model Of eNvironment Dreams) is a reinforcement learning agent trained in a diffusion world model. NeurIPS 2024 Spotlight.

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eloialonso

eloialonso

eloialonso • individual

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Created

May 19, 2024

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DIAMOND is a reinforcement learning agent that uses diffusion models as world models for training, published as a NeurIPS 2024 Spotlight paper. The approach combines diffusion-based environment modeling with reinforcement learning to enable agents to learn in generated dream environments. This represents a novel integration of generative modeling and RL for improved sample efficiency and performance.

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agentsreinforcement-learningdiffusion-modelsworld-modelspytorchdeep-learning

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agentsreinforcement-learningdiffusion-modelsworld-modelspytorchdeep-learninggenerative-aineuripsmodel-based-rl

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Updated 1 years ago

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research
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research

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Model TrainingPrimaryDev Tools & AutomationGenerative MediaOther AI / ML

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Python100.0%

Timeline

Project created
May 19, 2024
Forked
Mar 31, 2026
Your last push
1 years ago
Upstream last push
1 years ago
Tracked since
Dec 6, 2024

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