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L3G-World: Real-Time Infinite World Generation with Latent 3D Gaussian Memory

Interactive world models generate visual content conditioned on user actions, yet maintaining spatial consistency over long-horizon exploration in real time remains challenging. Existing approaches re

  • Upvotes7
#7Rank now 1
#5Peak rank
2Days on list
305Score · 7d
Oct 30, 2026First seen
Rank · 7 days

About this paper

L3G-World uses a compact latent 3D Gaussian memory and alternating autoregressive updates with a video diffusion transformer to generate spatially consistent interactive worlds in real time.

Interactive world models generate visual content conditioned on user actions, yet maintaining spatial consistency over long-horizon exploration in real time remains challenging. Existing approaches rely on either temporal context or explicit 3D memory, both of which scale poorly because memory grows with the length of the generated stream. Moreover, explicit 3D memories condition latent video generators by re-encoding RGB renderings, which precludes real-time generation. In this paper, we introduce a Latent 3D Gaussian Memory (L3G) that combines the efficiency of feed-forward reconstruction with a compact, rapidly renderable scene representation. Building on this memory, we propose…

Latent 3D Gaussian MemoryL3G-World3D GaussianVAE latent featurevideo diffusion transformerDiTautoregressivespatial consistency
Upvotes
7
Authors
8
Published
Oct 29, 2026

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

Trending history

L3G-World: Real-Time Infinite World Generation with Latent 3D Gaussian Memory was first seen on Hugging Face · Daily papers on Oct 30, 2026. Since then it has appeared in 14 checks on 2 different days. Its best position was #5 of 30, reached on Oct 30, 17:28 UTC. It is #7 right now, holding steady at #7 over the last 6 checks.

Rank history

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

#1#11#20#30 07:2813:5820:2802:5809:28 Oct 30, 07:28 UTC · #29Oct 30, 09:28 UTC · #8Oct 30, 11:28 UTC · #7Oct 30, 13:28 UTC · #7Oct 30, 15:28 UTC · #6Oct 30, 17:28 UTC · #5Oct 30, 19:28 UTC · #6Oct 30, 21:28 UTC · #7Oct 30, 23:28 UTC · #7Oct 31, 01:28 UTC · #7Oct 31, 03:28 UTC · #8Oct 31, 05:28 UTC · #8Oct 31, 07:28 UTC · #8Oct 31, 09:28 UTC · #7

Last 14 days

Best rank per day (UTC).

Oct 18today

Metric history

▲ as reported by Hugging Face.

0122437 07:2813:5820:2802:5809:28 Oct 30, 07:28 UTC · 4Oct 30, 09:28 UTC · 26Oct 30, 11:28 UTC · 29Oct 30, 13:28 UTC · 29Oct 30, 15:28 UTC · 32Oct 30, 17:28 UTC · 34Oct 30, 19:28 UTC · 34Oct 30, 21:28 UTC · 34Oct 30, 23:28 UTC · 34Oct 31, 01:28 UTC · 34Oct 31, 03:28 UTC · 35Oct 31, 05:28 UTC · 35Oct 31, 07:28 UTC · 36Oct 31, 09:28 UTC · 37

Questions

Is L3G-World: Real-Time Infinite World Generation with Latent 3D Gaussian Memory trending on HF Daily Papers right now?

Yes. As of Oct 31, 09:28 UTC it is #7, holding steady at #7 over the last 6 checks.

What is the highest rank L3G-World: Real-Time Infinite World Generation with Latent 3D Gaussian Memory reached?

#5 on Hugging Face · Daily papers, on Oct 30, 17:28 UTC. Trendoday checks this list every 120 minutes.

How long has L3G-World: Real-Time Infinite World Generation with Latent 3D Gaussian Memory been trending?

It was first seen on Oct 30, 2026 and has been on the list on 2 days (14 checks) since.