diffusion-based models
PulseAugur coverage of diffusion-based models — every cluster mentioning diffusion-based models across labs, papers, and developer communities, ranked by signal.
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New research questions tabular data generation progress, favors probabilistic circuits
A new paper challenges the current state-of-the-art in tabular data generation, arguing that diffusion-based models, while seemingly effective, are largely succeeding due to inadequate evaluation metrics. Researchers Dy…
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New methods enhance safety and efficiency in autoregressive image generation
Researchers have developed a novel method for enhancing the safety of autoregressive image generation models by iteratively improving their codebooks. This approach leverages the model's own understanding to identify an…
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New UCD method enhances 3D molecular graph generation
Researchers have developed a new method called Uncertainty-Calibrated Diffusion (UCD) to improve the generation of 3D molecular graphs. This technique addresses the issue of epistemic uncertainty in diffusion models, wh…