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公开(公告)号:WO2019010137A1
公开(公告)日:2019-01-10
申请号:PCT/US2018/040644
申请日:2018-07-02
Applicant: X DEVELOPMENT LLC
Inventor: SHANKAR, Krishna , HUDSON, Nicolas , TOSHEV, Alexander
Abstract: Methods, apparatus, and computer-readable media for determining and utilizing corrections to robot actions. Some implementations are directed to updating a local features model of a robot in response to determining a human correction of an action performed by the robot. The local features model is used to determine, based on an embedding generated over a corresponding neural network model, one or more features that are most similar to the generated embedding. Updating the local features model in response to a human correction can include updating a feature embedding, of the local features model, that corresponds to the human correction. Adjustment(s) to the features model can immediately improve robot performance without necessitating retraining of the corresponding neural network model.
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公开(公告)号:EP3713719A1
公开(公告)日:2020-09-30
申请号:EP18779545.5
申请日:2018-09-13
Applicant: X Development LLC
Inventor: RAJKUMAR, Nareshkumar , LEGER, Patrick , HUDSON, Nicolas , SHANKAR, Krishna , HESSMER, Rainer
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公开(公告)号:WO2019133081A1
公开(公告)日:2019-07-04
申请号:PCT/US2018/050868
申请日:2018-09-13
Applicant: X DEVELOPMENT LLC
Inventor: RAJKUMAR, Nareshkumar , LEGER, Patrick , HUDSON, Nicolas , SHANKAR, Krishna , HESSMER, Rainer
CPC classification number: G06N3/08 , B25J9/0003 , B25J9/1671 , G05B2219/45108 , H04L67/12 , H04L67/2842
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for sharing learned information among robots. In some implementations, a robot obtains sensor data indicating characteristics of an object. The robot determines a classification for the object and generates an embedding for the object using a machine learning model stored by the robot. The robot stores the generated embedding and data indicating the classification for the object. The robot sends the generated embedding and the data indicating the classification to a server system. The robot receives, from the server system, an embedding generated by a second robot and a corresponding classification. The robot stores the received embedding and the corresponding classification in the local cache of the robot. The robot may then use the information in the cache to identify objects.
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公开(公告)号:EP3625730A1
公开(公告)日:2020-03-25
申请号:EP18743369.3
申请日:2018-07-02
Applicant: X Development LLC
Inventor: SHANKAR, Krishna , HUDSON, Nicolas , TOSHEV, Alexander
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