diff --git a/paddle/fluid/pybind/slice_utils.h b/paddle/fluid/pybind/slice_utils.h
index 73af402de7b31e..326e480553f392 100644
--- a/paddle/fluid/pybind/slice_utils.h
+++ b/paddle/fluid/pybind/slice_utils.h
@@ -1037,6 +1037,28 @@ static void DealWithIndex(const int pos_of_new_dim,
     if (indice.defined() && indice.dtype() == paddle::DataType::INT32) {
       indice = indice.cast(paddle::DataType::INT64);  // int32 -> int64
     }
+
+    // Handle negative indices for advanced indexing
+    if (indice.defined() && (indice.dtype() == paddle::DataType::INT64 ||
+                             indice.dtype() == paddle::DataType::INT32)) {
+      // Convert negative indices to positive indices
+      // For each dimension, if the index is negative, add the dimension size
+      auto dims = transed_sub_tensor->dims();
+      if (dims.size() > 0) {
+        int64_t dim_size = dims[0];  // First dimension size
+        // Create a tensor with the dimension size for broadcasting
+        auto dim_size_tensor = full_ad_func(
+            {1}, dim_size, paddle::DataType::INT64, indice.place());
+
+        // Handle negative indices: if index < 0, add dim_size
+        auto negative_mask =
+            less_than_ad_func(indice, zeros_like_ad_func(indice));
+        auto positive_indices = where_ad_func(
+            negative_mask, add_ad_func(indice, dim_size_tensor), indice);
+        indice = positive_indices;
+      }
+    }
+
     transed_index_int64->push_back(indice);
   }
 }
diff --git a/python/unittest_py/issue75574.py b/python/unittest_py/issue75574.py
new file mode 100644
index 00000000000000..94d8e4303036c9
--- /dev/null
+++ b/python/unittest_py/issue75574.py
@@ -0,0 +1,26 @@
+# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import sys
+
+import paddle
+
+print(paddle.__version__)
+sys.stdout.flush()
+
+edge_index = paddle.arange(17758, dtype='int64')
+strided_edge_index = edge_index[::32]
+print(strided_edge_index)
+print(strided_edge_index[[-1]])
+assert strided_edge_index[[-1]] == 17728