Private computation of an agent data attribution score in collaborated task
AssigneeInternational Business Machines Corporation
InventorsSupriyo Chakraborty, Ashish Verma, Dinesh C. Verma
Life of this patent
Estimating the term…
Abstract
A computer-implemented method of determining an agent data attribution and selection to perform a collaborative data-related task includes computing an agent data attribution score for each agent of the plurality of agents associated with the collaborative data-related task. A subset of the plurality of agents that participate in the collaborative data-related task is selected based on the agent data attribution score. An instruction is transmitted to the selected subset of the plurality of agents for each agent to conduct a respective portion of the collaborative data-related task.
Claims20
A computer-implemented method of determining an agent data attribution and selection to perform a collaborative data-related task, the computer-implemented method comprising:
- computing an agent data attribution score for each agent of the plurality of agents associated with the collaborative data-related task;
- selecting a subset of the plurality of agents to participate in the collaborative data-related task based on the agent data attribution score;
- and
- transmitting an instruction to the selected subset of the plurality of agents for each agent to conduct a respective portion of the collaborative data-related task.
A computing device for determining an agent data attribution and selection to perform a collaborative data-related task, the computing device comprising:
- a processor;
- a memory coupled to the processor, the memory storing instructions to cause the processor to perform acts comprising:
- computing an agent data attribution score for each agent of the plurality of agents associated with the collaborative data-related task;
- selecting a subset of the plurality of agents to participate in the collaborative data-related task based on the agent data attribution score;
- and
- transmitting an instruction to the selected subset of the plurality of agents for each agent to conduct a respective portion of the collaborative data-related task.
A non-transitory computer-readable storage medium tangibly embodying a computer-readable program code having computer-readable instructions that, when executed, causes a computer device to perform a method of determining an agent data attribution and selection to perform a collaborative data-related task, the method comprising:
- optionally receiving a summary sketch of data and resources of a plurality of agents associated with the collaborative data-related task to exclude one or more agents based on data diversity;
- computing an agent data attribution score for each agent of the plurality of agents associated with the collaborative data-related task;
- selecting a subset of the plurality of agents to participate in the collaborative data-related task based on the agent data attribution score;
- transmitting an instruction to the selected subset of the plurality of agents for each agent to conduct a respective portion of the collaborative data-related task;
- receiving results including local parameters from the subset of selected agents instructed to conduct the respective portion of the collaboratively performed data-related task;
- and
- generating a global training model based on the received results.
Dependencies are inferred from the claim text.