公开(公告)号：US12079217B2

公开(公告)日：2024-09-03

申请号：US17741811

申请日：2022-05-11

Applicant: Adobe Inc.

Inventor： Subrata Mitra ,  Yash Gadhia ,  Tong Yu ,  Shaddy Garg ,  Nikhil Sheoran ,  Arjun Kashettiwar ,  Anjali Yadav

IPC: G06F16/2455 ,  G06F16/2453 ,  G06F16/2457 ,  G06F16/2458 ,  G06F18/21

CPC classification number: G06F16/2455 ,  G06F16/24542 ,  G06F16/2457 ,  G06F16/2474 ,  G06F18/217

Abstract: Some techniques described herein relate to utilizing a machine-learning (ML) model to select respective samples for queries of a query sequence. In one example, a method includes receiving a query in a query sequence, where the query is directed toward a dataset. Samples are available as down-sampled versions of the dataset. The method further include applying an agent to select, for the query, a sample from among the samples of the dataset. The agent includes an ML model trained, such as via intent-based reinforcement learning, to select respective samples for queries. The query is then executed against the sample to output a response.

公开(公告)号：US20230367772A1

公开(公告)日：2023-11-16

申请号：US17741811

申请日：2022-05-11

Applicant: Adobe Inc.

Inventor： Subrata Mitra ,  Yash Gadhia ,  Tong Yu ,  Shaddy Garg ,  Nikhil Sheoran ,  Arjun Kashettiwar ,  Anjali Yadav

IPC: G06F16/2455 ,  G06F16/2457 ,  G06F16/2458 ,  G06F16/2453 ,  G06K9/62

CPC classification number: G06F16/2455 ,  G06F16/2457 ,  G06F16/2474 ,  G06F16/24542 ,  G06K9/6262

Abstract: Some techniques described herein relate to utilizing a machine-learning (ML) model to select respective samples for queries of a query sequence. In one example, a method includes receiving a query in a query sequence, where the query is directed toward a dataset. Samples are available as down-sampled versions of the dataset. The method further include applying an agent to select, for the query, a sample from among the samples of the dataset. The agent includes an ML model trained, such as via intent-based reinforcement learning, to select respective samples for queries. The query is then executed against the sample to output a response.