diff --git a/Experiments/configurations/eiv_california.json b/Experiments/configurations/eiv_california.json
index 6cfa57f9f95c63dd347629d0acf4df37b96b180f..53feee274b1f31c9141b9bfccefecf0972b98824 100644
--- a/Experiments/configurations/eiv_california.json
+++ b/Experiments/configurations/eiv_california.json
@@ -10,7 +10,7 @@
 	"p": 0.1,
 	"lr_update": 20,
 	"std_y_update_points": [10,5],
-	"eiv_prediction_number_of_draws": 100,
+	"eiv_prediction_number_of_draws": [100,5],
 	"eiv_prediction_number_of_batches": 10,
 	"init_std_y_list": [0.5],
 	"gamma": 0.5,
diff --git a/Experiments/configurations/eiv_concrete.json b/Experiments/configurations/eiv_concrete.json
index 0e234346f6dda090daacb9aebf33f8c3f666081c..0997d650b05907e078c2aa2dd68bcb15c5bd94df 100644
--- a/Experiments/configurations/eiv_concrete.json
+++ b/Experiments/configurations/eiv_concrete.json
@@ -9,9 +9,9 @@
 	"report_point": 5,
 	"p": 0.2,
 	"lr_update": 20,
-	"std_y_update_points": 10,
-	"eiv_prediction_number_of_draws": 100,
-	"eiv_prediction_number_of_batches": 10,
+	"std_y_update_points": [10, 40],
+	"eiv_prediction_number_of_draws": [100,5],
+	"eiv_prediction_number_of_batches": 20,
 	"init_std_y_list": [0.5],
 	"gamma": 0.5,
 	"hidden_layers": [1024, 1024, 1024, 1024],
diff --git a/Experiments/configurations/eiv_energy.json b/Experiments/configurations/eiv_energy.json
index f13ab1b52417aa7ed20c4db9d75a0c653ff0b321..ee4219897179aa91d2e22d2ee860a8a0e425d5d7 100644
--- a/Experiments/configurations/eiv_energy.json
+++ b/Experiments/configurations/eiv_energy.json
@@ -9,8 +9,8 @@
 	"report_point": 5,
 	"p": 0.2,
 	"lr_update": 100,
-	"std_y_update_points": 100,
-	"eiv_prediction_number_of_draws": 100,
+	"std_y_update_points": [100, 250],
+	"eiv_prediction_number_of_draws": [100,5],
 	"eiv_prediction_number_of_batches": 10,
 	"init_std_y_list": [0.5],
 	"gamma": 0.5,
diff --git a/Experiments/configurations/eiv_kin8nm.json b/Experiments/configurations/eiv_kin8nm.json
index df2e4bafbee99aca95dcd36f8f67097d3a6ce3b5..65ba9a2936e5af1efa5dc4d104c85c0defc8d665 100644
--- a/Experiments/configurations/eiv_kin8nm.json
+++ b/Experiments/configurations/eiv_kin8nm.json
@@ -9,8 +9,8 @@
 	"report_point": 5,
 	"p": 0.2,
 	"lr_update": 20,
-	"std_y_update_points": 19,
-	"eiv_prediction_number_of_draws": 100,
+	"std_y_update_points": [1,14],
+	"eiv_prediction_number_of_draws": [100,5],
 	"eiv_prediction_number_of_batches": 10,
 	"init_std_y_list": [0.5],
 	"gamma": 0.5,
diff --git a/Experiments/configurations/eiv_msd.json b/Experiments/configurations/eiv_msd.json
index a738f2e8bf034e173f60b17e5cd6d2f7d6fdb856..a971f4bd96be65305b2572631c9d9ff092bce985 100644
--- a/Experiments/configurations/eiv_msd.json
+++ b/Experiments/configurations/eiv_msd.json
@@ -10,7 +10,7 @@
 	"p": 0.2,
 	"lr_update": 4,
 	"std_y_update_points": 4,
-	"eiv_prediction_number_of_draws": 100,
+	"eiv_prediction_number_of_draws": [100,5],
 	"eiv_prediction_number_of_batches": 10,
 	"init_std_y_list": [0.5],
 	"gamma": 0.5,
diff --git a/Experiments/configurations/eiv_naval.json b/Experiments/configurations/eiv_naval.json
index 092f4f822abf0e9c677affa8ae275e46309435b8..8975c95eb1fbfa030d4bc018bed4da7192174a30 100644
--- a/Experiments/configurations/eiv_naval.json
+++ b/Experiments/configurations/eiv_naval.json
@@ -9,8 +9,8 @@
         "report_point": 5,
         "p": 0.2,
         "lr_update": 20,
-        "std_y_update_points": 20,
-	"eiv_prediction_number_of_draws": 100,
+        "std_y_update_points": [1,14],
+	"eiv_prediction_number_of_draws": [100,5],
 	"eiv_prediction_number_of_batches": 10,
         "init_std_y_list": [0.5],
         "gamma": 0.5,
diff --git a/Experiments/configurations/eiv_power.json b/Experiments/configurations/eiv_power.json
index ab5649f61de1ea2214249b8a07e25cd5b2adea9e..c7517c3e09f449f06472e1eb85687cbe678d1d94 100644
--- a/Experiments/configurations/eiv_power.json
+++ b/Experiments/configurations/eiv_power.json
@@ -10,7 +10,7 @@
 	"p": 0.2,
 	"lr_update": 10,
 	"std_y_update_points": 15,
-	"eiv_prediction_number_of_draws": 100,
+	"eiv_prediction_number_of_draws": [100,5],
 	"eiv_prediction_number_of_batches": 10,
 	"init_std_y_list": [0.5],
 	"gamma": 0.5,
diff --git a/Experiments/configurations/eiv_protein.json b/Experiments/configurations/eiv_protein.json
index 9623799e3d8b85b2f568987afb4d406fbb7fe45c..04ffb85949dff72f1af20f888b802aab8e13bf94 100644
--- a/Experiments/configurations/eiv_protein.json
+++ b/Experiments/configurations/eiv_protein.json
@@ -10,7 +10,7 @@
 	"p": 0.2,
 	"lr_update": 10,
 	"std_y_update_points": 10,
-	"eiv_prediction_number_of_draws": 100,
+	"eiv_prediction_number_of_draws": [100,5],
 	"eiv_prediction_number_of_batches": 10,
 	"init_std_y_list": [0.5],
 	"gamma": 0.5,
diff --git a/Experiments/configurations/eiv_wine.json b/Experiments/configurations/eiv_wine.json
index f0beaf490846c2281a477f627f05c98b18cfa7f3..0246c033c5c91e2d0d02988c1830aea812112aee 100644
--- a/Experiments/configurations/eiv_wine.json
+++ b/Experiments/configurations/eiv_wine.json
@@ -10,7 +10,7 @@
 	"p": 0.2,
 	"lr_update": 30,
 	"std_y_update_points": 50,
-	"eiv_prediction_number_of_draws": 100,
+	"eiv_prediction_number_of_draws": [100,5],
 	"eiv_prediction_number_of_batches": 10,
 	"init_std_y_list": [0.5],
 	"gamma": 0.5,
diff --git a/Experiments/configurations/eiv_yacht.json b/Experiments/configurations/eiv_yacht.json
index 7617289d9e49bb9ceddd9962d6d865fee3413ae7..25b64573186e3dd568bbd2b117d15092cfe9cc31 100644
--- a/Experiments/configurations/eiv_yacht.json
+++ b/Experiments/configurations/eiv_yacht.json
@@ -10,7 +10,7 @@
 	"p": 0.2,
 	"lr_update": 200,
 	"std_y_update_points": [1,500],
-	"eiv_prediction_number_of_draws": 100,
+	"eiv_prediction_number_of_draws": [100,5],
 	"eiv_prediction_number_of_batches": 10,
 	"init_std_y_list": [0.5],
 	"gamma": 0.5,
diff --git a/Experiments/configurations/noneiv_concrete.json b/Experiments/configurations/noneiv_concrete.json
index 15e28c53a67064987c267f932733a09d00698c43..911817ece3dc8ac1d21f192cd00c776c9681f336 100644
--- a/Experiments/configurations/noneiv_concrete.json
+++ b/Experiments/configurations/noneiv_concrete.json
@@ -9,9 +9,9 @@
 	"report_point": 5,
 	"p": 0.2,
 	"lr_update": 20,
-	"std_y_update_points": 10,
+	"std_y_update_points": [10,40],
 	"noneiv_prediction_number_of_draws": 100,
-	"noneiv_prediction_number_of_batches": 10,
+	"noneiv_prediction_number_of_batches": 20,
 	"init_std_y_list": [0.5],
 	"gamma": 0.5,
 	"hidden_layers": [1024, 1024, 1024, 1024],
diff --git a/Experiments/configurations/noneiv_energy.json b/Experiments/configurations/noneiv_energy.json
index 18c068ea7a9cb96f1075a522ae3f3ad6552bacac..003877a936d6878d7134407a579c7f1cb21fbb16 100644
--- a/Experiments/configurations/noneiv_energy.json
+++ b/Experiments/configurations/noneiv_energy.json
@@ -9,7 +9,7 @@
 	"report_point": 5,
 	"p": 0.2,
 	"lr_update": 100,
-	"std_y_update_points": 100,
+	"std_y_update_points": [100, 250],
 	"noneiv_prediction_number_of_draws": 100,
 	"noneiv_prediction_number_of_batches": 10,
 	"init_std_y_list": [0.5],
diff --git a/Experiments/configurations/noneiv_kin8nm.json b/Experiments/configurations/noneiv_kin8nm.json
index 8ecf817149b1a37dd9a4ab5c44fd2700795fbcde..fdc5ec591a2fea76f3c0b1309edb06645cb240ce 100644
--- a/Experiments/configurations/noneiv_kin8nm.json
+++ b/Experiments/configurations/noneiv_kin8nm.json
@@ -9,7 +9,7 @@
 	"report_point": 5,
 	"p": 0.2,
 	"lr_update": 20,
-	"std_y_update_points": 19,
+	"std_y_update_points": [1,16],
 	"noneiv_prediction_number_of_draws": 100,
 	"noneiv_prediction_number_of_batches": 10,
 	"init_std_y_list": [0.5],
diff --git a/Experiments/configurations/noneiv_naval.json b/Experiments/configurations/noneiv_naval.json
index 2da83b73101d1a5a957f9773053b9610b0cb8aff..2562b1cf5014df581bb3b86dfc271aad3daf2472 100644
--- a/Experiments/configurations/noneiv_naval.json
+++ b/Experiments/configurations/noneiv_naval.json
@@ -9,7 +9,7 @@
 	"report_point": 5,
 	"p": 0.2,
 	"lr_update": 20,
-	"std_y_update_points": 20,
+	"std_y_update_points": [1,14],
 	"noneiv_prediction_number_of_draws": 100,
 	"noneiv_prediction_number_of_batches": 10,
 	"init_std_y_list": [0.5],