SAILOR: Structural Augmentation Based Tail Node Representation Learning vs GFPGAN Face Restoration: Replicate API, Local Setup, and Limits

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SAILOR: Structural Augmentation Based Tail Node Representation Learning
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SAILOR: Structural Augmentation Based Tail Node Representation Learning

In the pursuit of promoting the expressiveness of GNNs for tail nodes, we explore how the deficiency of structural information deteriorates the performance of tail nodes and propose a general Structural Augmentation based taIL nOde Representation learning framework, dubbed as SAILOR, which can jointly learn to augment the graph structure and extract more informative representations for tail nodes.

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GFPGAN Face Restoration: Replicate API, Local Setup, and Limits
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GFPGAN Face Restoration: Replicate API, Local Setup, and Limits

A practical guide to GFPGAN for restoring low-quality faces, including Replicate access, local installation, model choices, and identity limitations.

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Photo to Video is an AI image-to-video generator for animating photos, artwork, portraits, and product images with leading video models and optional motion prompts.