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Generative Video News

The latest Generative Video coverage curated for game developers.

Fluid-Gen-Zero: Grounding Pretrained Video Generators in Physics without Training

arXiv cs.GR details Fluid-Gen-Zero, a training-free way to make pretrained video generators obey fluid physics without retraining. It splits motion from appearance, using a simulator for dynamics and a VLM-guided …

Research arXiv cs.GR · 1 week ago
TrajLoc: Trajectory-Attention Localization for Multi-Object Motion Control

TrajLoc tackles a nasty multi-object video-control problem by replacing dense shared conditioning with per-object attention masks. In practice, that means better identity preservation when trajectories cross or objects occlude each …

Research arXiv cs.GR · 3 months, 2 weeks ago
Real-Time AttentionBender: Granular Interactive Network Bending of Video Diffusion Transformers

A new research tool lets artists poke at video diffusion transformers in real time, not just via prompts. AttentionBender exposes self-attention, cross-attention, feed-forward blocks, layers, tokens, and even hidden neurons …

Research arXiv cs.GR · 4 months, 1 week ago
Genflow Ad Studio: A Compound AI Architecture for Brand-Aligned, Self-Correcting Video Generation

A new compound AI pipeline claims to push brand-compliant video generation from 42% to 89% by adding retrieval-based brand extraction and a multi-agent QC loop. For teams using generative media …

Research arXiv cs.GR · 4 months, 3 weeks ago
Sound Sparks Motion: Audio and Text Tuning for Video Editing

A training-free video-editing method is using audio and text conditioning tweaks, not weight updates, to push generative models toward specific motion changes. For teams building AI-assisted tools, the interesting bit …

Research arXiv cs.GR · 4 months, 4 weeks ago
Evaluating Design Video Generation: Metrics for Compositional Fidelity

For teams using generative video in design animation, this paper tackles the missing piece: objective evaluation. It proposes a fully automated framework that checks layout fidelity, motion correctness, temporal quality, …

Research arXiv cs.GR · 4 months, 4 weeks ago
VideoNeuMat: Neural Material Extraction from Generative Video Models

A paper from arXiv shows a 2-stage way to turn video diffusion models into reusable neural materials. The interesting part for game teams is that it uses 17 generated frames …

Research arXiv cs.GR · 8 months ago