text: Title: Support Kubernetes v1.28 - v1.31
  Body: ### What you would like to be added?
  
  Similar to Training Operator, we should support Kubernetes v1.28 - v1.31 for Katib: https://github.com/kubeflow/training-operator/issues/2291
  
  By following these PRs, we can see what changes are required for Katib:
  - https://github.com/kubeflow/training-operator/pull/2332
  - https://github.com/kubeflow/training-operator/pull/2330
  
  /good-first-issue
  
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