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Möbius: A Unified Motion-Language Model Bridging Understanding and Generation

Paper recorded by Signals 4 on 2026-11-03 in cs.CV. Abstract reproduced from arXiv; link to the original below.

Published 2026-11-03 on arXiv · recorded by Signals 4 on 2026-11-04

Category: cs.CV · 计算机视觉 · first seen 2026-11-04

Abstract

We aim to build a truly unified motion model that can understand, generate, and edit human motion within a single framework. Existing motion UMMs remain only partially unified: motion understanding is handled by a language model, while generation is often delegated to a separate diffusion module operating over learned motion latents. We introduce Möbius, which brings the entire diffusion process i

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#8 most recent of 710 cs.CV papers we have recorded · ↑ newer: YANAMI: A Large-Scale Multimodal Dataset and Benchmark for Multiturn S · ↓ older: Route Anything: A Study of Model and Policy Routing for General-Purpos
Cite this page: Möbius: A Unified Motion-Language Model Bridging Understanding and Generation: the #8 most recent of 710 cs.CV papers we have recorded (as of 2026-11-03). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/m-bius-a-unified-motion-language-model-bridging-understanding-and-generation.html
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