arXivDaily arXiv每日学术速递 周一至周五更新

作者

Chelsea Finn

Robotics / Machine Learning

2026-04-28 至 2026-04-28 共收录 2
2509.25424 2026-04-28 cs.LG cs.AI

Polychromic Objectives for Reinforcement Learning

多色目标用于强化学习

Jubayer Ibn Hamid, Ifdita Hasan Orney, Ellen Xu, Chelsea Finn, Dorsa Sadigh

机构 * Stanford University(斯坦福大学)

AI总结 本文提出多色目标用于强化学习,通过强制探索和多样化生成来改进预训练策略,实验表明在多个任务中提升了成功率和泛化能力。

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2604.15483 2026-04-28 cs.LG cs.RO

$π_{0.7}$: a Steerable Generalist Robotic Foundation Model with Emergent Capabilities

$π_{0.7}$: 一种可定向的通用机器人基础模型与涌现能力

Physical Intelligence, Bo Ai, Ali Amin, Raichelle Aniceto, Ashwin Balakrishna, Greg Balke, Kevin Black, George Bokinsky, Shihao Cao, Thomas Charbonnier, Vedant Choudhary, Foster Collins, Ken Conley, Grace Connors, James Darpinian, Karan Dhabalia, Maitrayee Dhaka, Jared DiCarlo, Danny Driess, Michael Equi, Adnan Esmail, Yunhao Fang, Chelsea Finn, Catherine Glossop, Thomas Godden, Ivan Goryachev, Lachlan Groom, Haroun Habeeb, Hunter Hancock, Karol Hausman, Gashon Hussein, Victor Hwang, Brian Ichter, Connor Jacobsen, Szymon Jakubczak, Rowan Jen, Tim Jones, Gregg Kammerer, Ben Katz, Liyiming Ke, Mairbek Khadikov, Chandra Kuchi, Marinda Lamb, Devin LeBlanc, Brendon LeCount, Sergey Levine, Xinyu Li, Adrian Li-Bell, Vladislav Lialin, Zhonglin Liang, Wallace Lim, Yao Lu, Enyu Luo, Vishnu Mano, Nandan Marwaha, Aikys Mongush, Liam Murphy, Suraj Nair, Tyler Patterson, Karl Pertsch, Allen Z. Ren, Gavin Schelske, Charvi Sharma, Baifeng Shi, Lucy Xiaoyang Shi, Laura Smith, Jost Tobias Springenberg, Kyle Stachowicz, Will Stoeckle, Jiaming Tang, Jimmy Tanner, Shalom Tekeste, Marcel Torne, Kyle Vedder, Quan Vuong, Anna Walling, Haohuan Wang, Jason Wang, XuDong Wang, Chris Whalen, Samuel Whitmore, Blake Williams, Charles Xu, Sukwon Yoo, Lili Yu, Wuming Zhang, Zhuoyang Zhang, Ury Zhilinsky

机构 * Physical Intelligence

AI总结 $π_{0.7}$通过多样化的上下文条件训练,实现跨环境任务执行与零样本泛化,支持多阶段任务和复杂操作,如咖啡机操作,性能媲美专门强化学习微调模型。

Comments Website: https://www.pi.website/blog/pi07

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