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

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From Scale to Speed: Adaptive Test-Time Scaling for Image Editing

Intermediate
Xiangyan Qu, Zhenlong Yuan et al.Feb 24arXiv

This paper speeds up and improves AI image editing by giving hard edits more attention and easy edits less, just like a smart coach.

#adaptive test-time scaling#image chain-of-thought#image editing

Show, Don't Tell: Morphing Latent Reasoning into Image Generation

Intermediate
Harold Haodong Chen, Xinxiang Yin et al.Feb 2arXiv

LatentMorph teaches an image-making AI to quietly think in its head while it draws, instead of stopping to write out its thoughts in words.

#latent reasoning#text-to-image generation#autoregressive models

HyperAlign: Hypernetwork for Efficient Test-Time Alignment of Diffusion Models

Intermediate
Xin Xie, Jiaxian Guo et al.Jan 22arXiv

Diffusion models make pictures from noise but often miss what people actually want in the prompt or what looks good to humans.

#diffusion models#rectified flow#hypernetwork

CAPTAIN: Semantic Feature Injection for Memorization Mitigation in Text-to-Image Diffusion Models

Intermediate
Tong Zhang, Carlos Hinojosa et al.Dec 11arXiv

Diffusion models sometimes copy training images too closely, which can be a privacy and copyright problem.

#diffusion models#memorization mitigation#latent feature injection