Modern artificial intelligence (AI) systems are powered by foundation models. This paper
presents a new set of foundation models, called Llama 3. It is a herd of language models …

The recent breakthroughs in natural language processing for model pretraining on large
quantities of data have opened the way for similar foundation models in computer vision …

Cutting-edge diffusion models produce images with high quality and customizability,
enabling them to be used for commercial art and graphic design purposes. But do diffusion …

Large-scale text-to-image diffusion models can generate high-fidelity images with powerful
compositional ability. However, these models are typically trained on an enormous amount …

Images generated by diffusion models like Stable Diffusion are increasingly widespread.
Recent works and even lawsuits have shown that these models are prone to replicating their …

In this work, we investigate an intriguing and prevalent phenomenon of diffusion models
which we term as" consistent model reproducibility'': given the same starting noise input and …

Recent advancements in text-to-image (T2I) diffusion models have demonstrated their
remarkable capability to generate high-quality images from textual prompts. However …

While large text-to-image models are able to synthesize" novel" images, these images are
necessarily a reflection of the training data. The problem of data attribution in such models …

Recent empirical studies have demonstrated that diffusion models can effectively learn the
image distribution and generate new samples. Remarkably, these models can achieve this …

Benchmark performance of deep learning classifiers alone is not a reliable predictor for the
performance of a deployed model. In particular, if the image classifier has picked up …