Large Generative Model

Large generative models (LGMs) are artificial intelligence systems capable of generating diverse content, including text, images, audio, and even 3D shapes, from various input modalities. Current research focuses on improving efficiency and accuracy across different tasks, exploring architectures like diffusion models and transformers, and addressing challenges such as privacy preservation during training and reducing computational costs for inference. These models are transforming numerous fields, impacting scientific discovery through automated hypothesis generation and verification, and enabling new creative applications in art, entertainment, and industrial processes.