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Computing & AI · Source-linked note

Physical Intelligence: heterogeneous semantic/action co-training for robot transfer

Co-trained on robot trajectories, web vision-language tasks, object grounding and semantic subtask prediction, combining high-level instructions and a low-level action expert to transfer manipulation to unseen household environments.

What is recorded here?

Co-trained on robot trajectories, web vision-language tasks, object grounding and semantic subtask prediction, combining high-level instructions and a low-level action expert to transfer manipulation to unseen household environments.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

Uses prior pi0 architecture. Acquired delta is heterogeneous-task/hybrid-example integration and transfer evidence, not another size or invention of VLA. Evaluated new homes are a finite test set, not all open worlds; later knowledge-insulation method has separate original credit.

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People and systems

Kevin Black; Noah Brown; James Darpinian; Karan Dhabalia; Danny Driess; Adnan Esmail; Michael Equi; Chelsea Finn; Niccolo Fusai; Manuel Y. Galliker; Dibya Ghosh; Lachy Groom; Karol Hausman; Brian Ichter; Szymon Jakubczak; Tim Jones; Liyiming Ke; Devin LeBlanc; Sergey Levine; Adrian Li-Bell; Mohith Mothukuri; Suraj Nair; Karl Pertsch; Allen Z. Ren; Lucy Xiaoyang Shi; Laura Smith; Jost Tobias Springenberg; Kyle Stachowicz; James Tanner; Quan Vuong; Homer Walke; Anna Walling; Haohuan Wang; Lili Yu; Ury Zhilinsky

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Research locations and affiliations

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English catalogue narrative

Physical Intelligence: heterogeneous semantic/action co-training for robot transfer

Co-trained on robot trajectories, web vision-language tasks, object grounding and semantic subtask prediction, combining high-level instructions and a low-level action expert to transfer manipulation to unseen household environments.

Scientific scope

Uses prior pi0 architecture. Acquired delta is heterogeneous-task/hybrid-example integration and transfer evidence, not another size or invention of VLA. Evaluated new homes are a finite test set, not all open worlds; later knowledge-insulation method has separate original credit.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Kevin Black; Noah Brown; James Darpinian; Karan Dhabalia; Danny Driess; Adnan Esmail; Michael Equi; Chelsea Finn; Niccolo Fusai; Manuel Y. Galliker; Dibya Ghosh; Lachy Groom; Karol Hausman; Brian Ichter; Szymon Jakubczak; Tim Jones; Liyiming Ke; Devin LeBlanc; Sergey Levine; Adrian Li-Bell; Mohith Mothukuri; Suraj Nair; Karl Pertsch; Allen Z. Ren; Lucy Xiaoyang Shi; Laura Smith; Jost Tobias Springenberg; Kyle Stachowicz; James Tanner; Quan Vuong; Homer Walke; Anna Walling; Haohuan Wang; Lili Yu; Ury Zhilinsky

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources