TL;DR
These findings suggest that DAG-based orchestration can reduce operational friction and support human-in-the-loop visual storytelling with existing generative models.
Data videos communicate data insights through dynamic charts, voice narration, and synchronized animations, and have become a widely adopted form of data storytelling. However, producing them requires expertise in data analysis, narrative design, and video editing. Static visualization tools lack narrative and animatio...
StoryEngine is proposed, a state-grounded agentic framework for video storytelling that maintains a structured representation of entity placement and story-relevant states, and propagates event-induced changes to define the intended start and end states of each shot.
Experiments show that FRAMEWORKERS outperforms strong LLM planners in routing accuracy, recovers reliably from runtime failures, generalizes to unseen sub-agents without retraining, and achieves higher end-to-end video quality and broader task coverage than fixed pipelines, single-agent systems, and prior multi-agent a...
Vibe Narrativizing is formulated as turning natural-language writing requirements into a finished story, and MUSE, a Theory-Harnessed Story Engine, addresses two bottlenecks: rule quality and sustained rule realization.
We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.
