generative modeling

AntTech

Jun 4, 2025 · Artificial Intelligence

LLaDA and LLaDA‑V: Large Language Diffusion Models and Their Multimodal Extensions

This article presents the LLaDA series of diffusion‑based large language models, explains how their generative‑modeling principle yields language intelligence comparable to autoregressive models, and details the multimodal LLaDA‑V architecture, training methods, experimental results, and broader implications for AI research.

diffusion modelsgenerative modelinginstruction following

0 likes · 10 min read

LLaDA and LLaDA‑V: Large Language Diffusion Models and Their Multimodal Extensions

DaTaobao Tech

Apr 7, 2025 · Artificial Intelligence

Flow Matching for Generative Modeling

Flow Matching reformulates generative modeling by learning a time‑dependent vector field that deterministically transports Gaussian noise to data, using a neural network trained with an analytically derived L2 loss, yielding simpler training, faster convergence, and deterministic sampling that matches or exceeds diffusion model quality.

AIcontinuous normalizing flowdiffusion models

0 likes · 13 min read