Papers
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Long Video Generation
LongLive: Real-time Interactive Long Video Generation
Published:9/27/2025
Long Video GenerationAutoregressive Long Video Generation FrameworkReal-Time Interactive GenerationDynamic Content CreationLong Video Training and Inference
LongLive is a framelevel autoregressive framework for realtime interactive long video generation, addressing efficiency and quality challenges through causal attention and a KVrecache mechanism, while enhancing user interactivity and ensuring visual and semantic coherence.
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StreamingT2V: Consistent, Dynamic, and Extendable Long Video Generation from Text
Published:3/22/2024
Text-to-Video GenerationLong Video GenerationAutoregressive Video GenerationConditional Attention MechanismVideo Enhancement Application
This paper presents StreamingT2V, an autoregressive method for long video generation, addressing limitations of existing texttovideo models. It utilizes a Conditional Attention Module and Appearance Preservation Module for smooth transitions and scene feature retention, alongsi
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Phenaki: Variable Length Video Generation From Open Domain Textual Description
Published:10/6/2022
Text-to-Video GenerationLong Video GenerationVariable Length Video GenerationJoint Training on Image-Text PairsTemporal Encoding with Transformer
Phenaki is a model designed for generating variablelength videos from text prompts. It introduces a novel video representation method using causal attention and a bidirectional masked transformer, overcoming challenges of computational cost and data scarcity while improving temp
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