Currently we use execution-date when generating the command to send via executor in https://github.com/apache/airflow/blob/9c94b72d440b18a9e42123d20d48b951712038f9/airflow/models/taskinstance.py#L420-L436

We should replace the execution_date in their to run_id instead and handle the corresponding changes needs on the executor and worker.
airflow/models/taskinstance.py
:param dag_run_state: state to set DagRun to. If set to False, dagrun state will not
        be changed.
    :param dag: DAG object
    :param activate_dag_runs: Deprecated parameter, do not pass
    """
    job_ids = []
    task_id_by_key = defaultdict(lambda: defaultdict(lambda: defaultdict(set)))
    for ti in tis:
        if ti.state == State.RUNNING:
            if ti.job_id:
                
                
                ti.state = State.RESTARTING
                job_ids.append(ti.job_id)
        else:
            task_id = ti.task_id
            if dag and dag.has_task(task_id):
                task = dag.get_task(task_id)
                ti.refresh_from_task(task)
                task_retries = task.retries
                ti.max_tries = ti.try_number + task_retries - 1
            else:
                
                
                
                
                ti.max_tries = max(ti.max_tries, ti.prev_attempted_tries)
            ti.state = State.NONE
            ti.external_executor_id = None
            session.merge(ti)