Learning Robust Execution in Robotic Manipulation with Agentic Reinforcement Learning
通过智能强化学习在机器人操作中学习鲁棒执行
Xiaopeng Zhang, Yueyang Weng, Qi Liu, Yongjin Mu, Yanjie Li
机构
*
School of Inteligence Science and Engineering, the Harbin Institute of Technology Shenzhen(哈尔滨工业大学(深圳)智能科学与工程学院)
;
Faculty of Robot Science and Engineering, Northeastern University(东北大学机器人科学与工程学院)
机构
*
College of Intelligent Robotics and Advanced Manufacturing, Fudan University(复旦大学智能机器人与先进制造学院)
;
Shanghai Key Lab of Intelligent Information Processing, College of Computer Science and Artificial Intelligence, Fudan University(复旦大学计算机科学与人工智能学院智能信息处理上海市重点实验室)
;
TeleAI, China Telecom(中国电信天翼人工智能公司)
Context-Aware Force Estimation for Deformable Tool Manipulation in Robotic Environmental Swabbing via Few-Shot Continual Adaptation
通过少样本持续适应实现机器人环境擦拭中可变形工具操作的上下文感知力估计
Siavash Mahmoudi, Chaitainya Kuppar Reddy, Yang Tian, Dongyi Wang
机构
*
Department of Biological and Agricultural Engineering, University of Arkansas(阿肯色大学,生物与农业工程系)
;
Department of Food Science, University of Arkansas(阿肯色大学,食品科学系)
ROBOCYCLE: Autonomous Dual-Arm Robotic Manipulation and Coordination for Recycling Applications
ROBOCYCLE:用于回收应用的自主双臂机器人操作与协调
Rubén de J. Hilario-Cruz, Jesus A. García-González, Enrique Coronado, Arturo E. Cerón-López
机构
*
Tecnologico de Monterrey, School of Engineering and Sciences, Department of Computer Science(墨西哥蒙特雷理工大学工程学院与科学学院计算机科学系)
;
National Institute of Advanced Industrial Science and Technology (AIST)(国家先进工业科学与技术研究院)
TacForeSight: Force-Guided Tactile World Model for Contact-Rich Manipulation
TacForeSight:面向接触丰富操作的力引导触觉世界模型
Yujie Zang, Yuhang Zheng, Xian Nie, Yupeng Zheng, Shuai Tian, Songen Gu, Chen Gao, Zining Wang, Shuicheng Yan, Wenchao Ding
机构
*
TARS Robotics
;
National University of Singapore(新加坡国立大学)
;
Shanghai Jiao Tong University(上海交通大学)
;
Institute of Automation, Chinese Academy of Sciences(中国科学院自动化研究所)
;
Fudan University(复旦大学)
机构
*
The University of Hong Kong(香港大学)
;
INFIFORCE
;
Huazhong University of Science and Technology(华中科技大学)
;
Tsinghua University(清华大学)
;
Wuhan University(武汉大学)
;
Southern University of Science and Technology(南方科技大学)
机构
*
Tuojing Intelligence(拓景智能)
;
Tsinghua University(清华大学)
;
King’s College London(伦敦国王学院)
;
Southeast University(东南大学)
;
Stevens Institute of Technology(史蒂文斯理工学院)
;
The Hong Kong University of Science and Technology (Guangzhou)(香港科技大学(广州))
;
University of Manchester(曼彻斯特大学)
;
Simple AI(简单人工智能公司)
;
Imperial College London(伦敦帝国学院)
;
Carnegie Mellon University(卡内基梅隆大学)
;
Zhejiang University(浙江大学)
;
Beihang University(北京航空航天大学)
;
The University of Hong Kong(香港大学)
On the Efficiency of LoRA Fine-Tuning for Vision-Language-Action Models in Industrial Robotic Manipulation
工业机器人操作中视觉语言动作模型的LoRA微调效率研究
Finn Ferchau, Daniel Pommer, Cristian Axenie
机构
*
Technische Hochschule Nürnberg Georg Simon Ohm(纽伦堡乔治·西蒙·欧姆应用技术大学)
;
Siemens AG(西门子股份公司)
;
Fraunhofer Institute for Integrated Circuits (IIS)(弗劳恩霍夫集成电路研究所)
机构
*
School of Information Science, Japan Advanced Institute of Science and Technology(日本北陆先端科学技术大学院大学信息科学学院)
;
University of Engineering and Technology, Vietnam National University(越南国立大学工程与技术大学)
;
Department of Robotics, Hanyang University(汉阳大学机器人学系)
机构
*
Department of Mechanical Engineering, Stevens Institute of Technology(机械工程系,史蒂文斯理工学院)
;
Faculty of Mechanical Engineering, Stevens Institute of Technology(机械工程学院,史蒂文斯理工学院)
Comments8 pages, 15 figures. To be published in the IEEE RAS/EMBS 11th International Conference on Biomedical Robotics and Biomechatronics (BioRob 2026)