scaling laws - aitoearn

scaling laws

Analysis of Scaling Laws in Large Models: Concepts, Derivations, and Anti-Scaling Scenarios

Scaling Law Insights for Large Model Development 2025-11-09 00:30 · Jilin This article consolidates and reflects on multiple readings about Scaling Laws — covering their concepts, derivations, and situations where anti-scaling effects emerge. Feedback and corrections are welcome. --- Overview Source: Zhihu In large model R&D, common questions include:

Visual Generation

Another Path for Visual Generation: Principles and Practice of the Infinity Autoregressive Architecture

# Infinity: A New Route for Visual Autoregressive Generation **Date:** 2025-10-31 13:40 **Location:** Shandong --- ## Introduction Large language models such as **ChatGPT** and **DeepSeek** have achieved **tremendous global success**, ushering in a new wave of AI innovation. ![image](https://blog.aitoearn.ai/content/images/2025/10/img_001-727.jpg) ![image]

visual autoregression

Another Path for Visual Generation: Principles and Practices of the Infinity Autoregressive Architecture

Visual Autoregressive Methods: Unlocking the Potential of Unified Understanding & Generation Visual autoregressive methods, with their superior scaling properties and ability to unify understanding and generation tasks, hold immense potential for the future of AI. --- From Language to Vision: A Shift in Approach Large language models like ChatGPT and