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Linum (auto-discovered)

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00:00
2026-09-16
linum.ai
artificial-intelligence

Training Text-to-Image Models 3.6Γ— Faster

A research team reports that its JiT-DDT encoder-decoder architecture trains a text-to-image model with 3.6Γ— fewer GPU-hours than its Linum v2 baseline while generating images with 4Γ— the pixels. The …

01:53
2026-08-27
linum.ai
machine-learning

Getting video models to learn better, faster

BentoML's engineering team reports that most gains in image and video model performance since Stable Diffusion 3 come from data filtering, rebalancing, annotation, and synthetic data generation, not f…

00:00
2026-08-26
linum.ai
machine-learning

Data Filtering for Generative Video Pre-training

A blog post from an unnamed AI research team details how data filtering for generative video pre-training has evolved since 2024, emphasizing that most model improvements come from data filtering, reb…