next generation ai

MMaDA Pioneering Unified Multimodal Intelligence with Diffusion Foundation Models

MMaDA Pioneering Unified Multimodal Intelligence with Diffusion Models

Abstract: The field of artificial intelligence is in the midst of a paradigm war. On one front, autoregressive large language models (LLMs) like GPT-4, LLaMA-3, and Qwen2 have established dominance in textual reasoning, demonstrating remarkable prowess in comprehension, logic, and instruction following. On another, the world of multimodal AI—processing and generating across text, images, audio,…

Mixture of Experts the new AI models approach by Scaling AI with Specialized Intelligence

Editor3 months ago3 months ago034 mins

Mixture of Experts (MoE) is a machine learning technique where multiple specialized models (experts) work together, with a gating network selecting the best expert for each input. In the race to build ever-larger and more capable AI systems, a new architecture is gaining traction: Mixture of Experts (MoE). Unlike traditional models that activate every neuron…