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Wizard: Manipulate Any World in Real Time via Agentic Control

Recent advances in video world models have enabled the generation of increasingly realistic and interactive virtual environments, opening new possibilities for player-customizable gameplay. Agentic fr

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#7Peak rank
2Days on list
272Score · 7d
Nov 2, 2026First seen
Rank · 7 days

About this paper

Wizard is an agentic game world model that uses structured motion proxies and adaptive masking to enable real-time, generalizable video generation with precise character control across diverse scenes.

Recent advances in video world models have enabled the generation of increasingly realistic and interactive virtual environments, opening new possibilities for player-customizable gameplay. Agentic frameworks further advance this direction by decoupling explicit game logic and controllable world representations from visual generation. However, existing approaches support only simple game settings and predefined motion patterns, generalize poorly to unseen environments and characters, and offer limited real-time interactivity. In this paper, we introduce Wizard, an agentic game world model that enables real-time, precise control over character motions while generalizing zero-shot across…

video world modelsagentic frameworkvideo generation modeladaptive masking mechanismstructured representationsskeleton and geometry informationproxy-based generation
Upvotes
12
Authors
3
Published
Oct 29, 2026

Summary and abstract excerpt via Hugging Face Papers ↗ · arXiv.

Trending history

Wizard: Manipulate Any World in Real Time via Agentic Control was first seen on Hugging Face · Daily papers on Nov 2, 2026. Since then it has appeared in 13 checks on 2 different days. Its best position was #7 of 30, reached on Nov 2, 13:28 UTC. It dropped off the list after Nov 3, 05:28 UTC.

Rank history

Position on Hugging Face · Daily papers at every check (lower is better).

#1#11#20#30 05:2811:2817:2823:2805:28 Nov 2, 05:28 UTC · #22Nov 2, 07:28 UTC · #13Nov 2, 09:28 UTC · #9Nov 2, 11:28 UTC · #8Nov 2, 13:28 UTC · #7Nov 2, 15:28 UTC · #7Nov 2, 17:28 UTC · #8Nov 2, 19:28 UTC · #9Nov 2, 21:28 UTC · #9Nov 2, 23:28 UTC · #10Nov 3, 01:28 UTC · #10Nov 3, 03:28 UTC · #10Nov 3, 05:28 UTC · #11

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

Platform metric as reported by Hugging Face.

081624 05:2811:2817:2823:2805:28 Nov 2, 05:28 UTC · 12Nov 2, 07:28 UTC · 19Nov 2, 09:28 UTC · 22Nov 2, 11:28 UTC · 23Nov 2, 13:28 UTC · 24Nov 2, 15:28 UTC · 24Nov 2, 17:28 UTC · 24Nov 2, 19:28 UTC · 24Nov 2, 21:28 UTC · 24Nov 2, 23:28 UTC · 24Nov 3, 01:28 UTC · 24Nov 3, 03:28 UTC · 24Nov 3, 05:28 UTC · 24

Questions

Is Wizard: Manipulate Any World in Real Time via Agentic Control trending on HF Daily Papers right now?

Not at the moment. It was last on the list on Nov 3, 05:28 UTC, after 2 days of trending.

What is the highest rank Wizard: Manipulate Any World in Real Time via Agentic Control reached?

#7 on Hugging Face · Daily papers, on Nov 2, 13:28 UTC. Trendoday checks this list every 120 minutes.

How long has Wizard: Manipulate Any World in Real Time via Agentic Control been trending?

It was first seen on Nov 2, 2026 and has been on the list on 2 days (13 checks) since.