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Representation-Conditioned Diffusion Models

paperactiveprovisionalrepresentation-conditioned-diffusion-models-1e085fcd·1 events·first seen 21d ago

Aliases: Representation-Conditioned Diffusion Models

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Self-Supervised Learning Disentangled Representation Learning Diffusion Models

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Diffusion Models Masked Diffusion Models discrete diffusion models Diffusion Language Models Denoising Diffusion Probabilistic Models latent diffusion model diffusion-based generative models Survival Diffusion Probabilistic Model (SDPM)continuous diffusion language model text-to-image diffusion model Conditional Diffusion Transformer Self-Augmenting Retrieval for Diffusion Language Models

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5arXiv · cs.LG·21d ago·source ↗

Representation-Conditioned Diffusion Models for Controllable Image Generation

This paper explores conditioning diffusion models on representations from pre-trained self-supervised models as an alternative to text prompts or semantic maps, which require large annotated datasets. The self-conditioning mechanism improves unconditional image generation quality and provides a controllable representation space. The authors identify directions of variation in this space and demonstrate smoothness and disentanglement properties, suggesting potential for fine-grained generative control without heavy annotation overhead.

Frontier Model Releases Multimodal Progress Representation-Conditioned Diffusion Models Self-Supervised Learning Disentangled Representation Learning +1 more