How VChain Gives Video Generation a Visual Thought Chain for Explicit Spatiotemporal Planning

The VChain framework injects multimodal large‑model reasoning into video generation, using a three‑stage visual‑thought pipeline, sparse inference‑time adaptation, and guided sampling to produce physically consistent, logically coherent videos, as demonstrated by qualitative and quantitative experiments.

Multimodal Large ModelsSparse Fine‑tuningVideo Generation

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How VChain Gives Video Generation a Visual Thought Chain for Explicit Spatiotemporal Planning

Kuaishou Audio & Video Technology

Mar 30, 2023 · Artificial Intelligence

How Kuaishou Elevates Short‑Video Quality and AI Performance at NVIDIA GTC 2023

At NVIDIA GTC 2023, Kuaishou engineers presented cutting‑edge solutions ranging from video quality assessment and enhancement to digital‑human live streaming, custom performance‑optimization frameworks, large‑scale recommendation model acceleration, and multimodal massive‑model deployment for short‑video applications.

AI OptimizationDigital HumanMultimodal Large Models

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How Kuaishou Elevates Short‑Video Quality and AI Performance at NVIDIA GTC 2023