- Fixed incorrect behavior of preemptor pod when preemption of the victim takes long to complete. The preemptor pod should not be circling in scheduling cycles until preemption is finished. ([#134294](https://github.com/kubernetes/kubernetes/pull/134294), [@ania-borowiec](https://github.com/ania-borowiec)) [SIG Scheduling and Testing]

- Fixed a bug in kube-scheduler where pending pod preemption caused preemptor pods to be retried more frequently. ([#134247](https://github.com/kubernetes/kubernetes/pull/134247), [@macsko](https://github.com/macsko)) [SIG Scheduling and Testing]

- Fixed a scheduler preemption issue where the victim pod was not deleted due to incorrect status patching. This issue occurred when the preemptor and victim pods had different QoS classes in their status, causing the preemption to fail entirely. ([#126644](https://github.com/kubernetes/kubernetes/pull/126644), [@Huang-Wei](https://github.com/Huang-Wei))

### (No, really, you MUST read this before you upgrade)

 - Extended PostFilterResult with a list of Pods that the PostFilter plugin preempted.
  PostFilter plugin implementations need to be updated to return the preempted Pods (if any) in the PostFilterResult from the PostFilter method; returning nil means the plugin did not preempt any Pods at all. ([#136254](https://github.com/kubernetes/kubernetes/pull/136254), [@tosi3k](https://github.com/tosi3k)) [SIG Scheduling]

- Graduated the asynchronous preemption feature in the scheduler to beta. 
  Now the feature flag (SchedulerAsyncPreemption) is enabled by default. ([#130550](https://github.com/kubernetes/kubernetes/pull/130550), [@sanposhiho](https://github.com/sanposhiho)) [SIG Scheduling]

    *   Added
        [`tf.distribute.experimental.PreemptionCheckpointHandler`](https://www.tensorflow.org/api_docs/python/tf/distribute/experimental/PreemptionCheckpointHandler)
        to handle worker preemption/maintenance and cluster-wise consistent
        error reporting for `tf.distribute.MultiWorkerMirroredStrategy`.
        Specifically, for the type of interruption with advance notice, it