diff --git a/cmd/scheduler/main.go b/cmd/scheduler/main.go
index 5c977bb1a1..ef3e30c958 100644
--- a/cmd/scheduler/main.go
+++ b/cmd/scheduler/main.go
@@ -77,6 +77,7 @@ func init() {
 	rootCmd.Flags().IntVar(&config.Timeout, "kube-timeout", client.DefaultTimeout, "Timeout to use while talking with kube-apiserver.")
 	rootCmd.Flags().BoolVar(&enableProfiling, "profiling", false, "Enable pprof profiling via HTTP server")
 	rootCmd.Flags().DurationVar(&config.NodeLockTimeout, "node-lock-timeout", time.Minute*5, "timeout for node locks")
+	rootCmd.Flags().DurationVar(&config.NodeLockRetryTimeout, "node-lock-retry-timeout", 28*time.Second, "timeout for retrying LockNode when contended by another PodGroup member (0 disables retry). Align the Extender's httpTimeout in KubeSchedulerConfiguration with this value.")
 	rootCmd.Flags().BoolVar(&config.ForceOverwriteDefaultScheduler, "force-overwrite-default-scheduler", true, "Overwrite schedulerName in Pod Spec when set to the const DefaultSchedulerName in https://k8s.io/api/core/v1 package")
 
 	rootCmd.Flags().BoolVar(&config.LeaderElect, "leader-elect", false, "The pod of hami-scheduler enable leader select")
diff --git a/pkg/scheduler/config/config.go b/pkg/scheduler/config/config.go
index c766e375e5..701a0c1bba 100644
--- a/pkg/scheduler/config/config.go
+++ b/pkg/scheduler/config/config.go
@@ -60,6 +60,10 @@ var (
 	// NodeLockTimeout is the timeout for node locks.
 	NodeLockTimeout time.Duration
 
+	// NodeLockRetryTimeout is how long Bind retries LockNode when contended by
+	// another PodGroup member. Zero disables retry (fail-fast).
+	NodeLockRetryTimeout time.Duration
+
 	// If set to false, When Pod.Spec.SchedulerName equals to the const DefaultSchedulerName in k8s.io/api/core/v1 package, webhook will not overwrite it, default value is true.
 	ForceOverwriteDefaultScheduler bool
 
diff --git a/pkg/scheduler/scheduler.go b/pkg/scheduler/scheduler.go
index 0008ccf1c1..8a87d5d8db 100644
--- a/pkg/scheduler/scheduler.go
+++ b/pkg/scheduler/scheduler.go
@@ -742,6 +742,50 @@ func (s *Scheduler) cleanupStalePodAllocation(pod *corev1.Pod) {
 	}
 }
 
+func (s *Scheduler) lockAllDevices(node *corev1.Node, pod *corev1.Pod) error {
+	for _, val := range device.GetDevices() {
+		if err := val.LockNode(node, pod); err != nil {
+			return err
+		}
+	}
+	return nil
+}
+
+func (s *Scheduler) releaseAllDevices(node *corev1.Node, pod *corev1.Pod) {
+	for _, val := range device.GetDevices() {
+		if err := val.ReleaseNodeLock(node, pod); err != nil {
+			klog.ErrorS(err, "Failed to release node lock", "node", node.Name, "pod", klog.KObj(pod))
+		}
+	}
+}
+
+func (s *Scheduler) acquireNodeLocks(node *corev1.Node, pod *corev1.Pod) error {
+	if !util.IsPodGroupMember(pod) || config.NodeLockRetryTimeout <= 0 {
+		return s.lockAllDevices(node, pod)
+	}
+
+	deadline := time.Now().Add(config.NodeLockRetryTimeout)
+	for {
+		err := s.lockAllDevices(node, pod)
+		if err == nil {
+			return nil
+		}
+		s.releaseAllDevices(node, pod)
+		if !nodelockutil.IsNodeLockContention(err) {
+			return err
+		}
+		if time.Now().After(deadline) {
+			return fmt.Errorf("timed out after %v waiting for node %s to be unlocked: %w",
+				config.NodeLockRetryTimeout, node.Name, nodelockutil.ErrNodeLockContention)
+		}
+		select {
+		case <-s.stopCh:
+			return fmt.Errorf("scheduler shutting down while waiting for node lock: %w", nodelockutil.ErrNodeLockContention)
+		case <-time.After(100 * time.Millisecond):
+		}
+	}
+}
+
 func (s *Scheduler) Bind(args extenderv1.ExtenderBindingArgs) (*extenderv1.ExtenderBindingResult, error) {
 	klog.InfoS("Attempting to bind pod to node", "pod", args.PodName, "namespace", args.PodNamespace, "node", args.Node)
 	var res *extenderv1.ExtenderBindingResult
@@ -780,12 +824,9 @@ func (s *Scheduler) Bind(args extenderv1.ExtenderBindingArgs) (*extenderv1.Exten
 		util.BindTimeAnnotations: strconv.FormatInt(time.Now().Unix(), 10),
 	}
 
-	for _, val := range device.GetDevices() {
-		err = val.LockNode(node, current)
-		if err != nil {
-			klog.ErrorS(err, "Failed to lock node", "node", args.Node, "device", val)
-			goto ReleaseNodeLocks
-		}
+	if err = s.acquireNodeLocks(node, current); err != nil {
+		klog.ErrorS(err, "Failed to lock node", "node", args.Node, "pod", klog.KObj(current))
+		goto ReleaseNodeLocks
 	}
 
 	err = util.PatchPodAnnotations(current, tmppatch)
@@ -806,9 +847,7 @@ func (s *Scheduler) Bind(args extenderv1.ExtenderBindingArgs) (*extenderv1.Exten
 
 ReleaseNodeLocks:
 	klog.InfoS("Release node locks", "node", args.Node)
-	for _, val := range device.GetDevices() {
-		val.ReleaseNodeLock(node, current)
-	}
+	s.releaseAllDevices(node, current)
 	s.recordScheduleBindingResultEvent(current, EventReasonBindingFailed, []string{}, err)
 	return &extenderv1.ExtenderBindingResult{Error: err.Error()}, nil
 }
diff --git a/pkg/scheduler/scheduler_test.go b/pkg/scheduler/scheduler_test.go
index 318db0d603..a7616ba3ca 100644
--- a/pkg/scheduler/scheduler_test.go
+++ b/pkg/scheduler/scheduler_test.go
@@ -1844,3 +1844,133 @@ func Test_Bind_DelPodOnGetNodeFailure(t *testing.T) {
 	podsAfter, _ := s.podManager.ListPodsUID()
 	require.Len(t, podsAfter, 0)
 }
+
+type bindLockMockDevice struct {
+	registerMockDevice
+	lockErr      error
+	lockErrOnce  bool
+	lockCalls    atomic.Int32
+	releaseCalls atomic.Int32
+}
+
+func (m *bindLockMockDevice) CommonWord() string { return "bind-lock-mock" }
+func (m *bindLockMockDevice) LockNode(_ *corev1.Node, _ *corev1.Pod) error {
+	n := m.lockCalls.Add(1)
+	if m.lockErr != nil && (!m.lockErrOnce || n == 1) {
+		return m.lockErr
+	}
+	return nil
+}
+func (m *bindLockMockDevice) ReleaseNodeLock(_ *corev1.Node, _ *corev1.Pod) error {
+	m.releaseCalls.Add(1)
+	return nil
+}
+
+var errContention = fmt.Errorf("contended: %w", nodelockutil.ErrNodeLockContention)
+
+func setupBindLockRetryTest(t *testing.T, retryTimeout time.Duration, pod *corev1.Pod, mock *bindLockMockDevice) (*Scheduler, extenderv1.ExtenderBindingArgs, func()) {
+	t.Helper()
+
+	oldRetry := config.NodeLockRetryTimeout
+	config.NodeLockRetryTimeout = retryTimeout
+	oldDevicesMap := device.DevicesMap
+	device.DevicesMap = map[string]device.Devices{"bind-lock-mock": mock}
+
+	s := NewScheduler()
+	cleanup := func() {
+		config.NodeLockRetryTimeout = oldRetry
+		device.DevicesMap = oldDevicesMap
+		close(s.stopCh)
+	}
+	scheme := runtime.NewScheme()
+	_ = corev1.AddToScheme(scheme)
+	s.eventRecorder = record.NewBroadcaster().NewRecorder(scheme, corev1.EventSource{})
+
+	node := &corev1.Node{ObjectMeta: metav1.ObjectMeta{Name: "node1"}}
+	fakeClient := fake.NewSimpleClientset(pod, node)
+	s.kubeClient = fakeClient
+	client.KubeClient = fakeClient
+
+	informerFactory := informers.NewSharedInformerFactoryWithOptions(fakeClient, time.Hour)
+	require.NoError(t, informerFactory.Core().V1().Pods().Informer().GetIndexer().Add(pod))
+	require.NoError(t, informerFactory.Core().V1().Nodes().Informer().GetIndexer().Add(node))
+	s.podLister = informerFactory.Core().V1().Pods().Lister()
+	s.nodeLister = informerFactory.Core().V1().Nodes().Lister()
+	informerFactory.Start(s.stopCh)
+	informerFactory.WaitForCacheSync(s.stopCh)
+
+	args := extenderv1.ExtenderBindingArgs{
+		PodName: pod.Name, PodNamespace: pod.Namespace, PodUID: pod.UID, Node: "node1",
+	}
+	return s, args, cleanup
+}
+
+func Test_Bind_NonPodGroupPodDoesNotRetry(t *testing.T) {
+	pod := &corev1.Pod{
+		ObjectMeta: metav1.ObjectMeta{
+			Name: "pod-nogroup", Namespace: "default", UID: types.UID("uid-nogroup"),
+		},
+	}
+	mock := &bindLockMockDevice{lockErr: errContention, lockErrOnce: true}
+	s, args, cleanup := setupBindLockRetryTest(t, 5*time.Second, pod, mock)
+	defer cleanup()
+
+	res, err := s.Bind(args)
+	require.NoError(t, err)
+	require.Contains(t, res.Error, "node lock contention")
+	require.Equal(t, int32(1), mock.lockCalls.Load(),
+		"non-PodGroup pod must not retry LockNode")
+}
+
+func Test_Bind_PodGroupPodRetriesOnContention(t *testing.T) {
+	pod := &corev1.Pod{
+		ObjectMeta: metav1.ObjectMeta{
+			Name: "pod-gang", Namespace: "default", UID: types.UID("uid-gang"),
+			Labels: map[string]string{util.PodGroupLabel: "my-training-job"},
+		},
+	}
+	mock := &bindLockMockDevice{lockErr: errContention, lockErrOnce: true}
+	s, args, cleanup := setupBindLockRetryTest(t, 2*time.Second, pod, mock)
+	defer cleanup()
+
+	s.Bind(args)
+	require.GreaterOrEqual(t, mock.lockCalls.Load(), int32(2),
+		"expected at least 2 LockNode calls (initial + retry)")
+}
+
+func Test_Bind_PodGroupPodContendsUntilTimeout(t *testing.T) {
+	pod := &corev1.Pod{
+		ObjectMeta: metav1.ObjectMeta{
+			Name: "pod-timeout", Namespace: "default", UID: types.UID("uid-timeout"),
+			Labels: map[string]string{util.PodGroupLabel: "my-training-job"},
+		},
+	}
+	mock := &bindLockMockDevice{lockErr: errContention}
+	s, args, cleanup := setupBindLockRetryTest(t, 300*time.Millisecond, pod, mock)
+	defer cleanup()
+
+	res, err := s.Bind(args)
+	require.NoError(t, err)
+	require.Contains(t, res.Error, "node lock contention",
+		"timeout error should wrap ErrNodeLockContention for observability")
+	require.GreaterOrEqual(t, mock.releaseCalls.Load(), int32(1),
+		"expected ReleaseNodeLock to be called at least once on timeout path")
+}
+
+func Test_Bind_PodGroupPodNonContentionErrorDoesNotRetry(t *testing.T) {
+	pod := &corev1.Pod{
+		ObjectMeta: metav1.ObjectMeta{
+			Name: "pod-other-err", Namespace: "default", UID: types.UID("uid-other-err"),
+			Labels: map[string]string{util.PodGroupLabel: "my-training-job"},
+		},
+	}
+	mock := &bindLockMockDevice{lockErr: fmt.Errorf("apiserver 500"), lockErrOnce: true}
+	s, args, cleanup := setupBindLockRetryTest(t, 5*time.Second, pod, mock)
+	defer cleanup()
+
+	res, err := s.Bind(args)
+	require.NoError(t, err)
+	require.Contains(t, res.Error, "apiserver 500")
+	require.Equal(t, int32(1), mock.lockCalls.Load(),
+		"non-contention error must not trigger retry")
+}
diff --git a/pkg/util/nodelock/nodelock.go b/pkg/util/nodelock/nodelock.go
index 34871f2c86..0ba3998fff 100644
--- a/pkg/util/nodelock/nodelock.go
+++ b/pkg/util/nodelock/nodelock.go
@@ -18,6 +18,7 @@ package nodelock
 
 import (
 	"context"
+	"errors"
 	"fmt"
 	"os"
 	"strings"
@@ -40,6 +41,14 @@ const (
 	NodeLockSep = ","
 )
 
+// ErrNodeLockContention indicates the node lock is currently held by another
+// valid pod. Callers may retry this error when the caller is a PodGroup member.
+var ErrNodeLockContention = errors.New("node lock contention")
+
+func IsNodeLockContention(err error) bool {
+	return errors.Is(err, ErrNodeLockContention)
+}
+
 var (
 	// nodeLocks manages per-node locks for fine-grained concurrency control.
 	nodeLocks = newNodeLockManager()
@@ -246,7 +255,7 @@ func LockNode(nodeName string, lockname string, pods *corev1.Pod) error {
 		return SetNodeLock(nodeName, lockname, pods)
 	}
 
-	return fmt.Errorf("node %s has been locked within %v", nodeName, NodeLockTimeout)
+	return fmt.Errorf("node %s has been locked within %v: %w", nodeName, NodeLockTimeout, ErrNodeLockContention)
 }
 
 func ParseNodeLock(value string) (lockTime time.Time, ns, name string, err error) {
diff --git a/pkg/util/types.go b/pkg/util/types.go
index 780e4dfe1c..043ae18ea5 100644
--- a/pkg/util/types.go
+++ b/pkg/util/types.go
@@ -50,6 +50,11 @@ const (
 	HAMiComponentLabel = "app.kubernetes.io/component"
 	// HAMiComponentScheduler the label value for hami-scheduler.
 	HAMiComponentScheduler = "hami-scheduler"
+
+	// PodGroupLabel is the label used by scheduler-plugins Coscheduling to mark
+	// a pod as a member of a PodGroup. See
+	// https://github.com/kubernetes-sigs/scheduler-plugins/blob/master/apis/scheduling/v1alpha1/types.go
+	PodGroupLabel = "scheduling.x-k8s.io/pod-group"
 )
 
 var (
diff --git a/pkg/util/util.go b/pkg/util/util.go
index ccf1b92423..b7ad6ab2f9 100644
--- a/pkg/util/util.go
+++ b/pkg/util/util.go
@@ -280,3 +280,11 @@ func IsPodTerminating(pod *corev1.Pod) bool {
 func AllContainersCreated(pod *corev1.Pod) bool {
 	return len(pod.Status.ContainerStatuses) >= len(pod.Spec.Containers)
 }
+
+// Coscheduling PodGroup, based on the presence of the PodGroupLabel.
+func IsPodGroupMember(pod *corev1.Pod) bool {
+	if pod == nil {
+		return false
+	}
+	return pod.Labels[PodGroupLabel] != ""
+}