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How I Study AI - Learn AI Papers & Lectures the Easy Way

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All SourcesarXiv
#spatial consistency

The Trinity of Consistency as a Defining Principle for General World Models

Intermediate
Jingxuan Wei, Siyuan Li et al.Feb 26arXiv

The paper argues that to build an AI that truly understands and simulates the real world, it must be consistent in three ways at once: across different senses (modal), across 3D space (spatial), and across time (temporal).

#world model#trinity of consistency#modal consistency

Self-Refining Video Sampling

Intermediate
Sangwon Jang, Taekyung Ki et al.Jan 26arXiv

This paper shows how a video generator can improve its own videos during sampling, without extra training or outside checkers.

#video generation#flow matching#denoising autoencoder