Data Party THU

Mar 4, 2026 · Artificial Intelligence

Can Hyperbolic Embeddings Boost Multi‑Step Visual Planning? Introducing GeoWorld

GeoWorld tackles the geometric neglect and multi‑step shortcomings of energy‑based predictive world models by mapping latent representations onto hyperbolic manifolds and applying a geometry‑aware reinforcement learning framework, achieving notable success‑rate gains on long‑horizon visual planning benchmarks.