# UniWALM: A Unified World-Action-Language Model for Robot Manipulation Control

- Source: arXiv cs.RO
- Published: 2026-10-21T04:00:00.000Z
- RoboHot: https://robohot.news/en/items/uzqv40mfpy9cfu00jcboy08ec
- Original: https://arxiv.org/abs/2610.28626

## Summary

The research team proposes UniWALM, a unified world-action-language model that learns video, action, and language simultaneously in a single shared representation, where each modality serves as both a conditioning signal and a supervision target.