Methods for Interoperable AI/ML Model Training Using Task Based Regularization
AssigneeInterDigital Patent Holdings, Inc.
InventorsAkshay Malhotra, Yugeswar Deenoo Narayanan Thangaraj, Mohamed Salah Ibrahim
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Abstract
A wireless transmit/receive unit (WTRU) may receive configuration information from a network. The configuration information may include a task associated with a WTRU-side model and a performance metric threshold related to the task. The WTRU may train a WTRU-side model for performing a use case based on regularization using the task. The WTRU may determine that the performance metric threshold is met by the WTRU-side model on the task. The WTRU may further send, to the network, an indication of the task based on the performance metric threshold being met by the WTRU-side model on the task.
Claims20
A wireless transmit/receive unit (WTRU) comprising:
- a processor and memory, the processor and memory configured to:
- receive configuration information from a network, the configuration information comprising a task associated with a WTRU-side model and a performance metric threshold related to the task;
- train a WTRU-side model for performing a use case based on regularization using the task;
- determine that the performance metric threshold is met by a performance of the WTRU-side model on the task;
- and
- send, to the network, an indication of the task based on the performance metric threshold being met by the performance of the WTRU-side model on the task.
A method implemented by a wireless transmit/receive unit (WTRU), the method comprising:
- receiving configuration information from a network, the configuration information comprising a task associated with a WTRU-side model and a performance metric threshold related to the task;
- training a WTRU-side model for performing a use case based on regularization using the task;
- determining that the performance metric threshold is met by a performance of the WTRU-side model on the task;
- and
- sending, to the network, an indication of the task based on the performance metric threshold being met by the performance of the WTRU-side model on the task.
Dependencies are inferred from the claim text.