RELIC: Interactive Video World Model with Long-Horizon Memory (Dec 2025) скачать в хорошем качестве

RELIC: Interactive Video World Model with Long-Horizon Memory (Dec 2025)

Title: RELIC: Interactive Video World Model with Long-Horizon Memory (Dec 2025) Link: http://arxiv.org/abs/2512.04040v1 Date: December 2025 Summary: This paper presents RELIC, a 14B-parameter interactive video world model designed for real-time, long-horizon exploration of virtual scenes. Addressing the trade-off between speed and memory in existing models, RELIC utilizes a compressed spatial memory mechanism within the KV cache to maintain 3D consistency over long durations (up to 20 seconds) without explicit geometric representations. The model is trained using a novel distillation framework that adapts a long-context bidirectional teacher into a causal student via a memory-efficient "replayed back-propagation" technique. RELIC achieves 16 FPS generation on 4 H100 GPUs while demonstrating precise action control and robust retrieval of previously seen content. Key Topics: Interactive World Models Video Generation Autoregressive Diffusion Long-Horizon Memory Spatial Consistency Model Distillation Chapters: 00:00 - RELIC Overview and Goals 01:23 - The Performance-Memory Conflict 03:17 - Compressed Spatial Memory Architecture 05:12 - Long-Horizon Teacher Training 06:10 - Synthetic Data Strategy 07:38 - Dual Conditioning and Augmentation 08:40 - Student Model Distillation 09:47 - Replayed Back-Propagation 11:03 - Hardware Optimization 11:38 - Benchmarks and Visual Quality 12:25 - Spatial Consistency Demo 13:35 - Limitations and Future Outlook Stock video credits: StefWithAnF - https://www.pexels.com/@stefwithanf-1... Colors Motion Graphics - https://www.pexels.com/@colors-motion... Engin Akyurt - https://www.pexels.com/@enginakyurt Stas Knop - https://www.pexels.com/@stasknop KATRIN BOLOVTSOVA - https://www.pexels.com/@ekaterina-bol... Pressmaster - https://www.pexels.com/@pressmaster Yaroslav Shuraev - https://www.pexels.com/@yaroslav-shuraev crazy motions - https://www.pexels.com/@crazy-motions... Pixabay - https://www.pexels.com/@pixabay Colin Jones - https://www.pexels.com/@larchmedia Pavel Danilyuk - https://www.pexels.com/@pavel-danilyuk Kelly - https://www.pexels.com/@kelly Anthony 🙂 - https://www.pexels.com/@inspiredimages Ron Lach - https://www.pexels.com/@ron-lach @svetjekolem - https://www.pexels.com/@svetjekolem Bedrijfsfilmspecialist.nl - https://www.pexels.com/@bedrijfsfilms... Pachon in Motion - https://www.pexels.com/@pachon-in-mot... Danil Shostak - https://www.pexels.com/@danil-shostak... Silviu Din - https://www.pexels.com/@silviu-din-16... Charlie Mounsey - https://www.pexels.com/@charlie-mouns... Dan Cristian Pădureț - https://www.pexels.com/@paduret Oleg Gamulinskii - https://www.pexels.com/@oleg-gamulins... Anete Lusina - https://www.pexels.com/@anete-lusina Kindel Media - https://www.pexels.com/@kindelmedia Mikhail Nilov - https://www.pexels.com/@mikhail-nilov Trippy Lagoon - https://www.pexels.com/@trippy-lagoon...