diff --git a/config/AEPSA/AirQuality.yaml b/config/AEPSA/AirQuality.yaml
index 652a544..c48bbb5 100644
--- a/config/AEPSA/AirQuality.yaml
+++ b/config/AEPSA/AirQuality.yaml
@@ -36,6 +36,7 @@ model:
   n_heads: 1
   input_dim: 6
   word_num: 1000
+  num_nodes: 35
 
 train:
   batch_size: 16
diff --git a/config/AEPSA/BJTaxi-Inflow.yaml b/config/AEPSA/BJTaxi-Inflow.yaml
index 771119b..2384cf5 100644
--- a/config/AEPSA/BJTaxi-Inflow.yaml
+++ b/config/AEPSA/BJTaxi-Inflow.yaml
@@ -11,10 +11,10 @@ data:
   column_wise: false
   days_per_week: 7
   default_graph: true
-  horizon: 12
-  lag: 12
+  horizon: 24
+  lag: 24
   normalizer: std
-  num_nodes: 142
+  num_nodes: 1024
   steps_per_day: 48
   test_ratio: 0.2
   tod: false
@@ -24,8 +24,8 @@ data:
   batch_size: 32
 
 model:
-  pred_len: 12
-  seq_len: 12
+  pred_len: 24
+  seq_len: 24
   patch_len: 6 
   stride: 7
   dropout: 0.2
@@ -36,6 +36,7 @@ model:
   n_heads: 1
   input_dim: 1
   word_num: 1000
+  num_nodes: 1024
 
 train:
   batch_size: 32
diff --git a/config/AEPSA/BJTaxi-outflow.yaml b/config/AEPSA/BJTaxi-outflow.yaml
index 936b1a3..2ce962b 100644
--- a/config/AEPSA/BJTaxi-outflow.yaml
+++ b/config/AEPSA/BJTaxi-outflow.yaml
@@ -11,10 +11,10 @@ data:
   column_wise: false
   days_per_week: 7
   default_graph: true
-  horizon: 12
-  lag: 12
+  horizon: 24
+  lag: 24
   normalizer: std
-  num_nodes: 142
+  num_nodes: 1024
   steps_per_day: 48
   test_ratio: 0.2
   tod: false
@@ -24,8 +24,8 @@ data:
   batch_size: 32
 
 model:
-  pred_len: 12
-  seq_len: 12
+  pred_len: 24
+  seq_len: 24
   patch_len: 6 
   stride: 7
   dropout: 0.2
@@ -36,6 +36,7 @@ model:
   n_heads: 1
   input_dim: 1
   word_num: 1000
+  num_nodes: 1024
 
 train:
   batch_size: 32
diff --git a/config/AEPSA/METR-LA.yaml b/config/AEPSA/METR-LA.yaml
index b24f448..2b1948b 100644
--- a/config/AEPSA/METR-LA.yaml
+++ b/config/AEPSA/METR-LA.yaml
@@ -36,6 +36,7 @@ model:
   n_heads: 1
   input_dim: 1
   word_num: 1000
+  num_nodes: 207
 
 train:
   batch_size: 16
diff --git a/config/AEPSA/NYCBike-inflow.yaml b/config/AEPSA/NYCBike-inflow.yaml
index ee0bd06..fd5ed41 100644
--- a/config/AEPSA/NYCBike-inflow.yaml
+++ b/config/AEPSA/NYCBike-inflow.yaml
@@ -11,10 +11,10 @@ data:
   column_wise: false
   days_per_week: 7
   default_graph: true
-  horizon: 12
-  lag: 12
+  horizon: 24
+  lag: 24
   normalizer: std
-  num_nodes: 200
+  num_nodes: 128
   steps_per_day: 24
   test_ratio: 0.2
   tod: false
@@ -24,8 +24,8 @@ data:
   batch_size: 32
 
 model:
-  pred_len: 12
-  seq_len: 12
+  pred_len: 24
+  seq_len: 24
   patch_len: 6 
   stride: 7
   dropout: 0.2
@@ -36,6 +36,7 @@ model:
   n_heads: 1
   input_dim: 1
   word_num: 1000
+  num_nodes: 128
 
 train:
   batch_size: 32
diff --git a/config/AEPSA/NYCBike-outflow.yaml b/config/AEPSA/NYCBike-outflow.yaml
index a620e0e..ba7b014 100644
--- a/config/AEPSA/NYCBike-outflow.yaml
+++ b/config/AEPSA/NYCBike-outflow.yaml
@@ -11,10 +11,10 @@ data:
   column_wise: false
   days_per_week: 7
   default_graph: true
-  horizon: 12
-  lag: 12
+  horizon: 24
+  lag: 24
   normalizer: std
-  num_nodes: 200
+  num_nodes: 128
   steps_per_day: 24
   test_ratio: 0.2
   tod: false
@@ -24,8 +24,8 @@ data:
   batch_size: 32
 
 model:
-  pred_len: 12
-  seq_len: 12
+  pred_len: 24
+  seq_len: 24
   patch_len: 6 
   stride: 7
   dropout: 0.2
@@ -36,6 +36,7 @@ model:
   n_heads: 1
   input_dim: 1
   word_num: 1000
+  num_nodes: 128
 
 train:
   batch_size: 32
diff --git a/config/AEPSA/PEMS-BAY.yaml b/config/AEPSA/PEMS-BAY.yaml
index 99d58a1..84c5902 100755
--- a/config/AEPSA/PEMS-BAY.yaml
+++ b/config/AEPSA/PEMS-BAY.yaml
@@ -36,6 +36,7 @@ model:
   n_heads: 1
   input_dim: 1
   word_num: 1000
+  num_nodes: 325
 
 train:
   batch_size: 16