Unified Latents (UL): How to train your latents (Feb 2026) скачать в хорошем качестве

Unified Latents (UL): How to train your latents (Feb 2026)

Title: Unified Latents (UL): How to train your latents (Feb 2026) Link: http://arxiv.org/abs/2602.17270v1 Date: February 2026 Summary: Unified Latents (UL) is a framework for learning latent representations that are jointly regularized by a diffusion prior and decoded by a diffusion model. By explicitly linking the encoder's noise to the maximum precision of the prior diffusion model, the approach provides a tight upper bound on the latent bitrate and enables stable, interpretable control over the reconstruction-modeling trade-off. Key Topics: Latent Diffusion Models Diffusion Priors Variational Autoencoders Bitrate Regularization Image Generation Video Generation Chapters: 00:00 - Unified Latents Overview 01:28 - Latent Modeling Friction Points 03:11 - The Information Density Seesaw 04:21 - UL Architecture Foundations 06:21 - Balancing Information and Perception 08:03 - Mastering Two-Stage Training 10:07 - Interpretable Bitrate Control Knobs 11:33 - ImageNet Efficiency Performance 13:28 - Kinetic 600 Video SOTA 14:50 - Essential Model Ablations 17:00 - Training Strategy Comparisons 18:25 - Scaling Laws and Future Stock video credits: Pressmaster - https://www.pexels.com/@pressmaster Google DeepMind - https://www.pexels.com/@googledeepmind Pachon in Motion - https://www.pexels.com/@pachon-in-mot... Anthony 🙂 - https://www.pexels.com/@inspiredimages Dan Cristian Pădureț - https://www.pexels.com/@paduret Bedrijfsfilmspecialist.nl - https://www.pexels.com/@bedrijfsfilms... Nino Souza - https://www.pexels.com/@ninosouza Anete Lusina - https://www.pexels.com/@anete-lusina Soumya - https://www.pexels.com/@soumya-1446957 Ketut Subiyanto - https://www.pexels.com/@ketut-subiyanto Engin Akyurt - https://www.pexels.com/@enginakyurt Tom Fisk - https://www.pexels.com/@tomfisk José Alfredo Munguía Lira - https://www.pexels.com/@rectorretro Yaroslav Shuraev - https://www.pexels.com/@yaroslav-shuraev StefWithAnF - https://www.pexels.com/@stefwithanf-1... Colors Motion Graphics - https://www.pexels.com/@colors-motion... Oleg Gamulinskii - https://www.pexels.com/@oleg-gamulins... Danil Shostak - https://www.pexels.com/@danil-shostak... Colin Jones - https://www.pexels.com/@larchmedia Mikhail Nilov - https://www.pexels.com/@mikhail-nilov Trippy Lagoon - https://www.pexels.com/@trippy-lagoon... tunnel motions - https://www.pexels.com/@tunnelmotions crazy motions - https://www.pexels.com/@crazy-motions... Ron Lach - https://www.pexels.com/@ron-lach fauxels - https://www.pexels.com/@fauxels cottonbro studio - https://www.pexels.com/@cottonbro Julia M Cameron - https://www.pexels.com/@julia-m-cameron Kelly - https://www.pexels.com/@kelly Caleb Oquendo - https://www.pexels.com/@caleboquendo Charlie Mounsey - https://www.pexels.com/@charlie-mouns... Glenn Langhorst - https://www.pexels.com/@glenn-langhor... Claudiu Ciobanu - https://www.pexels.com/@claudiuciobanu Darli Donizete - https://www.pexels.com/@darlidonizete Kindel Media - https://www.pexels.com/@kindelmedia Adis Resic - https://www.pexels.com/@adis-resic-29... Pavel Danilyuk - https://www.pexels.com/@pavel-danilyuk Stas Knop - https://www.pexels.com/@stasknop Max Fischer - https://www.pexels.com/@max-fischer Tima Miroshnichenko - https://www.pexels.com/@tima-miroshni... Cyriac von Czapiewski - https://www.pexels.com/@cyriac-von-cz... Magda Ehlers - https://www.pexels.com/@magda-ehlers-... KoolShooters - https://www.pexels.com/@koolshooters Pixabay - https://www.pexels.com/@pixabay