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Research·2d ago·all news from July 7, 2026

DSWAM: A Dual-System World Action Foundation Model for Fine-Grained Robot Manipulation

Researchers have introduced the Dual-System World Action Foundation Model (DSWAM), a new framework that enhances robot manipulation by combining distinct systems for physical grounding and task execution. By using video-based world modeling to provide dense supervision, this approach aims to improve the precision of robot movements beyond the capabilities of standard vision-language-action policies.

Covered by 2 sources · 15 articles

  • AarXiv CS.AIJian Zhu, Jianjun Zhang, Taiyi Su, Tianbin Liu, Zhangyuan Wang, Kai Xie, Zitai Huang, Chong Ma, Youzhang He, Tianjian Wang, Hanyang Wang, Weihao Ding, Yi Xu2d ago
  • AarXiv CS.AISuhyeok Jang, Dongyoung Kim, Changyeon Kim, Youngsuk Kim, Jinwoo Shin2d ago
  • AarXiv CS.AIZhaohui Du, Zhe Wang, Dongzhan Zhou, Minting Pan, Hongmei Fei, Xiwen Cao, Ting Xiao, Qi Wang, Huanbo Jin, Jiaming Gu, Quan Lu, Zhe Liu2d ago
  • AarXiv CS.AIIok Tong Lei, QianZhi Li, Ying Jie Yap, Yujie Zhang, Rui Zhong, Haichao Gui, Xiaolong Liu, Zhidong Deng2d ago
  • AarXiv CS.AILei Iok Tong, Qingchen Xie, Wei Huang, Ying Jie Yap, Yujie Zhang, Qianzhi Li, Xiaolong Liu, Zhidong Deng2d ago
  • AarXiv CS.AIAngen Ye, Weijie Ke, Xiaofeng Wang, Xinze Chen, Chaojun Ni, Guosheng Zhao, Boyuan Wang, Zheng Zhu, Junjie Xie, Dapeng Zhang2d ago
  • AarXiv CS.AIXinchuan Qiu, Yi Yu2d ago
  • AarXiv CS.AIZelin Zhao, Min Shi, Bo Yuan, Haotian Xue, Jialuo Li, Lama Moukheiber, Humphrey Shi, Yongxin Chen2d ago
  • AarXiv CS.AIChongkei Chang, Zhidong Deng2d ago
  • AarXiv CS.AIWenhao Li, Xueying Jiang, Quanhao Qian, Deli Zhao, Shijian Lu, Gongjie Zhang, Ran Xu2d ago
  • AarXiv CS.AILi Ji, Siyin Wang, Pengfang Qian, Xiaopeng Yu, Yihai Tian, Zhaoye Fei, Jingjing Gong, Xipeng Qiu2d ago
  • AarXiv CS.AIJiaqi Peng, Xiqian Yu, Delin Feng, Yuqiang Yang, Wenzhe Cai, Jing Xiong, Ganlin Yang, Jinliang Zheng, Jiafei Cao, Xueyuan Wei, Jiangmiao Pang, Yuan Shen, Tai Wang2d ago
  • AarXiv CS.AIRyuji Oi, Hikari Otsuka, Kosuke Matsushima, Yuki Ichikawa, Masato Motomura, Tatsuya Kaneko, Daichi Fujiki1d ago
  • MMarkTechPostAsif Razzaq21h ago
  • AarXiv CS.AIJianjie Fang, Yongyan Xu, Ziyou Wang, Chen Gao, Yuchao Huang, Zhaolu Wang, Rongze Tang, Mingyuan Jia, Baining Zhao, Weichen Zhang, Xin Zhang, Haisheng Su, Yu Shang, Wei Wu, Xinlei Chen, Yong Li2d ago

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