diff --git a/explaining_framework/utils/explaining/load_ckpt.py b/explaining_framework/utils/explaining/load_ckpt.py
index 078acdd..cb07ce7 100644
--- a/explaining_framework/utils/explaining/load_ckpt.py
+++ b/explaining_framework/utils/explaining/load_ckpt.py
@@ -5,6 +5,7 @@ import glob
 import json
 import logging
 import os
+from multiprocessing import Pool
 
 import torch
 from torch_geometric.graphgym.model_builder import create_model
@@ -86,8 +87,10 @@ class LoadModelInfo(object):
 
     def list_xp(self):
         paths = []
-        for path in glob.glob(os.path.join(self.model_dir, "**", "config.yaml")):
-            file = self.load_cfg(path)
+        all_file_paths = glob.glob(os.path.join(self.model_dir, "**", "config.yaml"))
+        with Pool(processes=len(all_file_paths)) as pool:
+            files = pool.map(self.load_cfg, all_file_paths)
+        for file, path in zip(files, all_file_paths):
             dataset_name_ = file["dataset"]["name"]
             if self.dataset_name == dataset_name_:
                 paths.append(os.path.dirname(path))