Transfer ability acquisition method and apparatus, display device, and storage medium
By constructing a task transfer graph and clustered task family, the transfer capability of the algorithm is quantified, the problem of transfer learning difficulty assessment is solved, and the efficiency of transfer learning is improved.
WO2025059816A1 Publication Date: 2025-03-27BOE TECHNOLOGY GROUP CO LTD +1
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Patent Information
- Application Number
- PCT/CN2023/119507
- Authority / Receiving Office
- WO · WO
- Patent Type
- Applications
- Current Assignee / Owner
- Filing Date
- 2023-09-18
- Publication Date
- 2025-03-27
AI Technical Summary
Technical Problem
The effects of different transfer learning methods and the difficulty of transfer in different fields are difficult to quantify, which increases the difficulty of transfer learning.
Method used
By constructing a task transfer graph, using the algorithm set to transfer learning of tasks in the task set, obtain the transferability values between tasks, and obtain the task family through clustering, and finally obtain the transfer capabilities of each algorithm in the algorithm set.
Benefits of technology
The transfer ability of the algorithm is quantified, helps to evaluate the difficulty of transfer learning and improves the efficiency of transfer learning.
✦ Generated by Eureka AI based on patent content.
Abstract
The present disclosure provides a transfer ability acquisition method and apparatus, a display device, and a storage medium. The method comprises: in response to detecting an operation on a task set and an algorithm set, constructing a task transfer graph, wherein vertices in the task transfer graph are tasks in the task set, an edge of the task transfer graph indicates different transferability values of tasks at two vertices of the edge under different algorithms, and the transferability values are determined by using the algorithms to process performance index data of the tasks at the vertices; in response to detecting an operation of selecting a clustering algorithm, performing clustering on the task transfer graph to obtain at least one task family; and in response to detecting a selection operation of acquiring a transfer ability, acquiring the transfer ability of each algorithm in the algorithm set, wherein the transfer ability represents the average value of transferability values when using the algorithms to transfer one task to another task.
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