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autoregressive models

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DataFunTalk
DataFunTalk
Jun 8, 2025 · Artificial Intelligence

Why Autoregressive Video Models Like MAGI-1 May Outperform Diffusion Approaches

The article examines the current dominance of diffusion models in commercial video generation, contrasts them with autoregressive methods, and details how the open‑source MAGI‑1 model combines both paradigms to achieve longer, more controllable video synthesis while addressing scalability and quality challenges.

AI researchMAGI-1autoregressive models
0 likes · 70 min read
Why Autoregressive Video Models Like MAGI-1 May Outperform Diffusion Approaches
DataFunTalk
DataFunTalk
Dec 5, 2024 · Artificial Intelligence

VAR: Scalable Image Generation via Next‑Scale Prediction Wins NeurIPS 2024 Best Paper

The VAR model, a Visual AutoRegressive framework that introduces a novel multi‑scale “next‑scale prediction” paradigm, dramatically improves image generation efficiency and quality, surpasses diffusion models, validates scaling laws in vision, and earned the Best Paper award at NeurIPS 2024.

NeurIPS2024autoregressive modelsimage generation
0 likes · 7 min read
VAR: Scalable Image Generation via Next‑Scale Prediction Wins NeurIPS 2024 Best Paper