diff --git a/scripts/config/CIFAR10/analysis/config/pcn-sstdp.json b/scripts/config/CIFAR10/analysis/config/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/CIFAR10/analysis/config/pcn-sstdp.json
rename to scripts/config/CIFAR10/analysis/config/pcn-s2stdp.json
diff --git a/scripts/config/CIFAR10/analysis/config/sstdp-og.json b/scripts/config/CIFAR10/analysis/config/s2stdp.json
similarity index 97%
rename from scripts/config/CIFAR10/analysis/config/sstdp-og.json
rename to scripts/config/CIFAR10/analysis/config/s2stdp.json
index f0854627f712eec0e6e47341c7bd0df6b6c8ecfa..b37d2eec73c78dfe6a6787442370045a57e79999 100644
--- a/scripts/config/CIFAR10/analysis/config/sstdp-og.json
+++ b/scripts/config/CIFAR10/analysis/config/s2stdp.json
@@ -19,7 +19,7 @@
     "loss_type": "mean",
     "t_gap": [ 0.01, 0.001, 0.005, 0.01, 0.005, 0.01, 0.001, 0.01, 0.001, 0.005 ],
     "adjust_t_gap": true,
-    "loss_bounds": true,
+    "loss_bounds": false,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
diff --git a/scripts/config/CIFAR10/analysis/config/sstdp.json b/scripts/config/CIFAR10/analysis/config/sstdp.json
index b37d2eec73c78dfe6a6787442370045a57e79999..f0854627f712eec0e6e47341c7bd0df6b6c8ecfa 100644
--- a/scripts/config/CIFAR10/analysis/config/sstdp.json
+++ b/scripts/config/CIFAR10/analysis/config/sstdp.json
@@ -19,7 +19,7 @@
     "loss_type": "mean",
     "t_gap": [ 0.01, 0.001, 0.005, 0.01, 0.005, 0.01, 0.001, 0.01, 0.001, 0.005 ],
     "adjust_t_gap": true,
-    "loss_bounds": false,
+    "loss_bounds": true,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
diff --git a/scripts/config/CIFAR10/analysis/lr/pcn-sstdp.json b/scripts/config/CIFAR10/analysis/lr/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/CIFAR10/analysis/lr/pcn-sstdp.json
rename to scripts/config/CIFAR10/analysis/lr/pcn-s2stdp.json
diff --git a/scripts/config/CIFAR10/analysis/lr/sstdp-og.json b/scripts/config/CIFAR10/analysis/lr/s2stdp.json
similarity index 91%
rename from scripts/config/CIFAR10/analysis/lr/sstdp-og.json
rename to scripts/config/CIFAR10/analysis/lr/s2stdp.json
index be63b4f585396c698822b6175897a86d2e736660..ca69aa529638345204f48ba9a123e63aaec061f6 100644
--- a/scripts/config/CIFAR10/analysis/lr/sstdp-og.json
+++ b/scripts/config/CIFAR10/analysis/lr/s2stdp.json
@@ -2,7 +2,7 @@
     "full_logs": true,
 
     "n_neurons": 10,
-    "firing_threshold": 200,
+    "firing_threshold": 500,
     "leak_tau": null,
     "decision_making": "single",
 
@@ -12,14 +12,14 @@
     "w_init_mean": 0.5,
     "w_init_std": 0.01,
     "normalize_weights": true,
-    "w_mean_norm": 0.2,
+    "w_mean_norm": 0.3,
 
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
-    "t_gap": 0.0005,
+    "t_gap": 0.005,
     "adjust_t_gap": true,
-    "loss_bounds": true,
+    "loss_bounds": false,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
diff --git a/scripts/config/CIFAR10/analysis/lr/sstdp.json b/scripts/config/CIFAR10/analysis/lr/sstdp.json
index ca69aa529638345204f48ba9a123e63aaec061f6..be63b4f585396c698822b6175897a86d2e736660 100644
--- a/scripts/config/CIFAR10/analysis/lr/sstdp.json
+++ b/scripts/config/CIFAR10/analysis/lr/sstdp.json
@@ -2,7 +2,7 @@
     "full_logs": true,
 
     "n_neurons": 10,
-    "firing_threshold": 500,
+    "firing_threshold": 200,
     "leak_tau": null,
     "decision_making": "single",
 
@@ -12,14 +12,14 @@
     "w_init_mean": 0.5,
     "w_init_std": 0.01,
     "normalize_weights": true,
-    "w_mean_norm": 0.3,
+    "w_mean_norm": 0.2,
 
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
-    "t_gap": 0.005,
+    "t_gap": 0.0005,
     "adjust_t_gap": true,
-    "loss_bounds": false,
+    "loss_bounds": true,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
diff --git a/scripts/config/CIFAR10/analysis/t_gap/pcn-sstdp.json b/scripts/config/CIFAR10/analysis/t_gap/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/CIFAR10/analysis/t_gap/pcn-sstdp.json
rename to scripts/config/CIFAR10/analysis/t_gap/pcn-s2stdp.json
diff --git a/scripts/config/CIFAR10/analysis/t_gap/sstdp-og.json b/scripts/config/CIFAR10/analysis/t_gap/s2stdp.json
similarity index 90%
rename from scripts/config/CIFAR10/analysis/t_gap/sstdp-og.json
rename to scripts/config/CIFAR10/analysis/t_gap/s2stdp.json
index 6461a8e93924b5563423769623df1448a8301efc..c0f779e0bb81323775f68d13c3ae33dd7ee7e9f9 100644
--- a/scripts/config/CIFAR10/analysis/t_gap/sstdp-og.json
+++ b/scripts/config/CIFAR10/analysis/t_gap/s2stdp.json
@@ -2,7 +2,7 @@
     "full_logs": true,
 
     "n_neurons": 10,
-    "firing_threshold": 200,
+    "firing_threshold": 500,
     "leak_tau": null,
     "decision_making": "single",
 
@@ -12,14 +12,14 @@
     "w_init_mean": 0.5,
     "w_init_std": 0.01,
     "normalize_weights": true,
-    "w_mean_norm": 0.2,
+    "w_mean_norm": 0.3,
 
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
     "t_gap": [ 0.2, 0.1, 0.075, 0.05, 0.025, 0.01, 0.0075, 0.005, 0.0025, 0.001, 0.00075, 0.0005, 0.00025, 0.0001 ],
     "adjust_t_gap": true,
-    "loss_bounds": true,
+    "loss_bounds": false,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
@@ -27,7 +27,7 @@
     "stdp_type": "multiplicative",
     "stdp_soft_bound": false,
     "stdp_ignore_silent": false,
-    "stdp_ap": 0.075,
+    "stdp_ap": 0.001,
     "stdp_am": -0.075,
     "stdp_anti_ap": null,
     "stdp_anti_am": null,
diff --git a/scripts/config/CIFAR10/analysis/t_gap/sstdp.json b/scripts/config/CIFAR10/analysis/t_gap/sstdp.json
index c0f779e0bb81323775f68d13c3ae33dd7ee7e9f9..6461a8e93924b5563423769623df1448a8301efc 100644
--- a/scripts/config/CIFAR10/analysis/t_gap/sstdp.json
+++ b/scripts/config/CIFAR10/analysis/t_gap/sstdp.json
@@ -2,7 +2,7 @@
     "full_logs": true,
 
     "n_neurons": 10,
-    "firing_threshold": 500,
+    "firing_threshold": 200,
     "leak_tau": null,
     "decision_making": "single",
 
@@ -12,14 +12,14 @@
     "w_init_mean": 0.5,
     "w_init_std": 0.01,
     "normalize_weights": true,
-    "w_mean_norm": 0.3,
+    "w_mean_norm": 0.2,
 
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
     "t_gap": [ 0.2, 0.1, 0.075, 0.05, 0.025, 0.01, 0.0075, 0.005, 0.0025, 0.001, 0.00075, 0.0005, 0.00025, 0.0001 ],
     "adjust_t_gap": true,
-    "loss_bounds": false,
+    "loss_bounds": true,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
@@ -27,7 +27,7 @@
     "stdp_type": "multiplicative",
     "stdp_soft_bound": false,
     "stdp_ignore_silent": false,
-    "stdp_ap": 0.001,
+    "stdp_ap": 0.075,
     "stdp_am": -0.075,
     "stdp_anti_ap": null,
     "stdp_anti_am": null,
diff --git a/scripts/config/CIFAR10/csnn-3/csnn.json b/scripts/config/CIFAR10/csnn-128/csnn.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-3/csnn.json
rename to scripts/config/CIFAR10/csnn-128/csnn.json
diff --git a/scripts/config/CIFAR10/csnn-3/pcn-sstdp.json b/scripts/config/CIFAR10/csnn-128/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-3/pcn-sstdp.json
rename to scripts/config/CIFAR10/csnn-128/pcn-s2stdp.json
diff --git a/scripts/config/CIFAR10/csnn-3/rstdp-20n.json b/scripts/config/CIFAR10/csnn-128/rstdp-20n.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-3/rstdp-20n.json
rename to scripts/config/CIFAR10/csnn-128/rstdp-20n.json
diff --git a/scripts/config/CIFAR10/csnn-3/rstdp.json b/scripts/config/CIFAR10/csnn-128/rstdp.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-3/rstdp.json
rename to scripts/config/CIFAR10/csnn-128/rstdp.json
diff --git a/scripts/config/CIFAR10/csnn-3/sstdp.json b/scripts/config/CIFAR10/csnn-128/s2stdp.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-3/sstdp.json
rename to scripts/config/CIFAR10/csnn-128/s2stdp.json
diff --git a/scripts/config/CIFAR10/csnn-3/sstdp-og.json b/scripts/config/CIFAR10/csnn-128/sstdp.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-3/sstdp-og.json
rename to scripts/config/CIFAR10/csnn-128/sstdp.json
diff --git a/scripts/config/CIFAR10/csnn-1/csnn.json b/scripts/config/CIFAR10/csnn-16/csnn.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-1/csnn.json
rename to scripts/config/CIFAR10/csnn-16/csnn.json
diff --git a/scripts/config/CIFAR10/csnn-1/pcn-sstdp.json b/scripts/config/CIFAR10/csnn-16/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-1/pcn-sstdp.json
rename to scripts/config/CIFAR10/csnn-16/pcn-s2stdp.json
diff --git a/scripts/config/CIFAR10/csnn-1/rstdp-20n.json b/scripts/config/CIFAR10/csnn-16/rstdp-20n.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-1/rstdp-20n.json
rename to scripts/config/CIFAR10/csnn-16/rstdp-20n.json
diff --git a/scripts/config/CIFAR10/csnn-1/rstdp.json b/scripts/config/CIFAR10/csnn-16/rstdp.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-1/rstdp.json
rename to scripts/config/CIFAR10/csnn-16/rstdp.json
diff --git a/scripts/config/CIFAR10/csnn-1/sstdp.json b/scripts/config/CIFAR10/csnn-16/s2stdp.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-1/sstdp.json
rename to scripts/config/CIFAR10/csnn-16/s2stdp.json
diff --git a/scripts/config/CIFAR10/csnn-1/sstdp-og.json b/scripts/config/CIFAR10/csnn-16/sstdp.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-1/sstdp-og.json
rename to scripts/config/CIFAR10/csnn-16/sstdp.json
diff --git a/scripts/config/CIFAR10/csnn-2/csnn.json b/scripts/config/CIFAR10/csnn-64/csnn.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-2/csnn.json
rename to scripts/config/CIFAR10/csnn-64/csnn.json
diff --git a/scripts/config/CIFAR10/csnn-2/pcn-sstdp.json b/scripts/config/CIFAR10/csnn-64/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-2/pcn-sstdp.json
rename to scripts/config/CIFAR10/csnn-64/pcn-s2stdp.json
diff --git a/scripts/config/CIFAR10/csnn-2/rstdp-20n.json b/scripts/config/CIFAR10/csnn-64/rstdp-20n.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-2/rstdp-20n.json
rename to scripts/config/CIFAR10/csnn-64/rstdp-20n.json
diff --git a/scripts/config/CIFAR10/csnn-2/rstdp.json b/scripts/config/CIFAR10/csnn-64/rstdp.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-2/rstdp.json
rename to scripts/config/CIFAR10/csnn-64/rstdp.json
diff --git a/scripts/config/CIFAR10/csnn-2/sstdp.json b/scripts/config/CIFAR10/csnn-64/s2stdp.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-2/sstdp.json
rename to scripts/config/CIFAR10/csnn-64/s2stdp.json
diff --git a/scripts/config/CIFAR10/csnn-2/sstdp-og.json b/scripts/config/CIFAR10/csnn-64/sstdp.json
similarity index 100%
rename from scripts/config/CIFAR10/csnn-2/sstdp-og.json
rename to scripts/config/CIFAR10/csnn-64/sstdp.json
diff --git a/scripts/config/CIFAR10/gridsearch/pcn-sstdp.json b/scripts/config/CIFAR10/gridsearch/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/CIFAR10/gridsearch/pcn-sstdp.json
rename to scripts/config/CIFAR10/gridsearch/pcn-s2stdp.json
diff --git a/scripts/config/CIFAR10/gridsearch/sstdp-og.json b/scripts/config/CIFAR10/gridsearch/s2stdp.json
similarity index 84%
rename from scripts/config/CIFAR10/gridsearch/sstdp-og.json
rename to scripts/config/CIFAR10/gridsearch/s2stdp.json
index d625cec66cc6a9dd62c4deac58affc03dbab82fa..0f8ae4a434f21d5778a7e442567498a3764dbbec 100644
--- a/scripts/config/CIFAR10/gridsearch/sstdp-og.json
+++ b/scripts/config/CIFAR10/gridsearch/s2stdp.json
@@ -2,7 +2,7 @@
     "full_logs": false,
 
     "n_neurons": 10,
-    "firing_threshold": [150, 200, 250, 300, 350],
+    "firing_threshold": [350, 400, 450, 500, 550],
     "leak_tau": null,
     "decision_making": "single",
 
@@ -17,9 +17,9 @@
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
-    "t_gap": [0.01, 0.0075, 0.005, 0.0025, 0.001, 0.00075, 0.0005, 0.00025, 0.0001],
+    "t_gap": [0.01, 0.0075, 0.005, 0.0025, 0.001, 0.00075, 0.0005],
     "adjust_t_gap": true,
-    "loss_bounds": true,
+    "loss_bounds": false,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
@@ -27,7 +27,7 @@
     "stdp_type": "multiplicative",
     "stdp_soft_bound": false,
     "stdp_ignore_silent": false,
-    "stdp_ap": [0.1, 0.075, 0.05, 0.025, 0.01, 0.0075, 0.005, 0.001],
+    "stdp_ap": [0.05, 0.025, 0.01, 0.0075, 0.005, 0.0025, 0.001],
     "stdp_am": [-0.3, -0.2, -0.1, -0.075, -0.05],
     "stdp_anti_ap": null,
     "stdp_anti_am": null,
diff --git a/scripts/config/CIFAR10/gridsearch/sstdp.json b/scripts/config/CIFAR10/gridsearch/sstdp.json
index 0f8ae4a434f21d5778a7e442567498a3764dbbec..d625cec66cc6a9dd62c4deac58affc03dbab82fa 100644
--- a/scripts/config/CIFAR10/gridsearch/sstdp.json
+++ b/scripts/config/CIFAR10/gridsearch/sstdp.json
@@ -2,7 +2,7 @@
     "full_logs": false,
 
     "n_neurons": 10,
-    "firing_threshold": [350, 400, 450, 500, 550],
+    "firing_threshold": [150, 200, 250, 300, 350],
     "leak_tau": null,
     "decision_making": "single",
 
@@ -17,9 +17,9 @@
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
-    "t_gap": [0.01, 0.0075, 0.005, 0.0025, 0.001, 0.00075, 0.0005],
+    "t_gap": [0.01, 0.0075, 0.005, 0.0025, 0.001, 0.00075, 0.0005, 0.00025, 0.0001],
     "adjust_t_gap": true,
-    "loss_bounds": false,
+    "loss_bounds": true,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
@@ -27,7 +27,7 @@
     "stdp_type": "multiplicative",
     "stdp_soft_bound": false,
     "stdp_ignore_silent": false,
-    "stdp_ap": [0.05, 0.025, 0.01, 0.0075, 0.005, 0.0025, 0.001],
+    "stdp_ap": [0.1, 0.075, 0.05, 0.025, 0.01, 0.0075, 0.005, 0.001],
     "stdp_am": [-0.3, -0.2, -0.1, -0.075, -0.05],
     "stdp_anti_ap": null,
     "stdp_anti_am": null,
diff --git a/scripts/config/F-MNIST/analysis/config/pcn-sstdp.json b/scripts/config/F-MNIST/analysis/config/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/F-MNIST/analysis/config/pcn-sstdp.json
rename to scripts/config/F-MNIST/analysis/config/pcn-s2stdp.json
diff --git a/scripts/config/F-MNIST/analysis/config/sstdp-og.json b/scripts/config/F-MNIST/analysis/config/s2stdp.json
similarity index 97%
rename from scripts/config/F-MNIST/analysis/config/sstdp-og.json
rename to scripts/config/F-MNIST/analysis/config/s2stdp.json
index 5dc53b25037a4a69f7df72c25b8225cd0721ae72..63df1afcb4767a0d05efabb44173e00bfd3d5853 100644
--- a/scripts/config/F-MNIST/analysis/config/sstdp-og.json
+++ b/scripts/config/F-MNIST/analysis/config/s2stdp.json
@@ -19,7 +19,7 @@
     "loss_type": "mean",
     "t_gap": [ 0.02, 0.005, 0.01, 0.02, 0.01, 0.02, 0.005, 0.02, 0.005, 0.01 ],
     "adjust_t_gap": true,
-    "loss_bounds": true,
+    "loss_bounds": false,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
diff --git a/scripts/config/F-MNIST/analysis/config/sstdp.json b/scripts/config/F-MNIST/analysis/config/sstdp.json
index 63df1afcb4767a0d05efabb44173e00bfd3d5853..5dc53b25037a4a69f7df72c25b8225cd0721ae72 100644
--- a/scripts/config/F-MNIST/analysis/config/sstdp.json
+++ b/scripts/config/F-MNIST/analysis/config/sstdp.json
@@ -19,7 +19,7 @@
     "loss_type": "mean",
     "t_gap": [ 0.02, 0.005, 0.01, 0.02, 0.01, 0.02, 0.005, 0.02, 0.005, 0.01 ],
     "adjust_t_gap": true,
-    "loss_bounds": false,
+    "loss_bounds": true,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
diff --git a/scripts/config/F-MNIST/analysis/lr/pcn-sstdp.json b/scripts/config/F-MNIST/analysis/lr/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/F-MNIST/analysis/lr/pcn-sstdp.json
rename to scripts/config/F-MNIST/analysis/lr/pcn-s2stdp.json
diff --git a/scripts/config/MNIST/analysis/lr/sstdp-og.json b/scripts/config/F-MNIST/analysis/lr/s2stdp.json
similarity index 91%
rename from scripts/config/MNIST/analysis/lr/sstdp-og.json
rename to scripts/config/F-MNIST/analysis/lr/s2stdp.json
index 573ea4d9d82a98088d96fe08b32433ca70db09a1..d2d503c3670f980058d5cff05682ea73ef9cb7fc 100644
--- a/scripts/config/MNIST/analysis/lr/sstdp-og.json
+++ b/scripts/config/F-MNIST/analysis/lr/s2stdp.json
@@ -2,7 +2,7 @@
     "full_logs": true,
 
     "n_neurons": 10,
-    "firing_threshold": 200,
+    "firing_threshold": 300,
     "leak_tau": null,
     "decision_making": "single",
 
@@ -12,14 +12,14 @@
     "w_init_mean": 0.5,
     "w_init_std": 0.01,
     "normalize_weights": true,
-    "w_mean_norm": 0.2,
+    "w_mean_norm": 0.3,
 
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
-    "t_gap": 0.06,
+    "t_gap": 0.02,
     "adjust_t_gap": true,
-    "loss_bounds": true,
+    "loss_bounds": false,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
diff --git a/scripts/config/F-MNIST/analysis/lr/sstdp.json b/scripts/config/F-MNIST/analysis/lr/sstdp.json
index d2d503c3670f980058d5cff05682ea73ef9cb7fc..c31d278b56428aa5847afe6df651bf14f1170af5 100644
--- a/scripts/config/F-MNIST/analysis/lr/sstdp.json
+++ b/scripts/config/F-MNIST/analysis/lr/sstdp.json
@@ -2,7 +2,7 @@
     "full_logs": true,
 
     "n_neurons": 10,
-    "firing_threshold": 300,
+    "firing_threshold": 350,
     "leak_tau": null,
     "decision_making": "single",
 
@@ -12,14 +12,14 @@
     "w_init_mean": 0.5,
     "w_init_std": 0.01,
     "normalize_weights": true,
-    "w_mean_norm": 0.3,
+    "w_mean_norm": 0.2,
 
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
-    "t_gap": 0.02,
+    "t_gap": 0.03,
     "adjust_t_gap": true,
-    "loss_bounds": false,
+    "loss_bounds": true,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
diff --git a/scripts/config/F-MNIST/analysis/t_gap/pcn-sstdp.json b/scripts/config/F-MNIST/analysis/t_gap/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/F-MNIST/analysis/t_gap/pcn-sstdp.json
rename to scripts/config/F-MNIST/analysis/t_gap/pcn-s2stdp.json
diff --git a/scripts/config/F-MNIST/analysis/t_gap/sstdp-og.json b/scripts/config/F-MNIST/analysis/t_gap/s2stdp.json
similarity index 87%
rename from scripts/config/F-MNIST/analysis/t_gap/sstdp-og.json
rename to scripts/config/F-MNIST/analysis/t_gap/s2stdp.json
index b769593e9329a77faedd226e4f9249215c77f598..8c82c16c24cb31d11eec7be136ad14d28aa8c6fd 100644
--- a/scripts/config/F-MNIST/analysis/t_gap/sstdp-og.json
+++ b/scripts/config/F-MNIST/analysis/t_gap/s2stdp.json
@@ -2,7 +2,7 @@
     "full_logs": true,
 
     "n_neurons": 10,
-    "firing_threshold": 350,
+    "firing_threshold": 300,
     "leak_tau": null,
     "decision_making": "single",
 
@@ -12,14 +12,14 @@
     "w_init_mean": 0.5,
     "w_init_std": 0.01,
     "normalize_weights": true,
-    "w_mean_norm": 0.2,
+    "w_mean_norm": 0.3,
 
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
     "t_gap": [0.1, 0.075, 0.05, 0.025, 0.01, 0.0075, 0.005, 0.0025, 0.001, 0.00075, 0.0005, 0.00025, 0.0001],
     "adjust_t_gap": true,
-    "loss_bounds": true,
+    "loss_bounds": false,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
@@ -27,8 +27,8 @@
     "stdp_type": "multiplicative",
     "stdp_soft_bound": false,
     "stdp_ignore_silent": false,
-    "stdp_ap": 0.001,
-    "stdp_am": -0.2,
+    "stdp_ap": 0.005,
+    "stdp_am": -0.075,
     "stdp_anti_ap": null,
     "stdp_anti_am": null,
     "stdp_ltp_win": 1,
diff --git a/scripts/config/F-MNIST/analysis/t_gap/sstdp.json b/scripts/config/F-MNIST/analysis/t_gap/sstdp.json
index 8c82c16c24cb31d11eec7be136ad14d28aa8c6fd..b769593e9329a77faedd226e4f9249215c77f598 100644
--- a/scripts/config/F-MNIST/analysis/t_gap/sstdp.json
+++ b/scripts/config/F-MNIST/analysis/t_gap/sstdp.json
@@ -2,7 +2,7 @@
     "full_logs": true,
 
     "n_neurons": 10,
-    "firing_threshold": 300,
+    "firing_threshold": 350,
     "leak_tau": null,
     "decision_making": "single",
 
@@ -12,14 +12,14 @@
     "w_init_mean": 0.5,
     "w_init_std": 0.01,
     "normalize_weights": true,
-    "w_mean_norm": 0.3,
+    "w_mean_norm": 0.2,
 
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
     "t_gap": [0.1, 0.075, 0.05, 0.025, 0.01, 0.0075, 0.005, 0.0025, 0.001, 0.00075, 0.0005, 0.00025, 0.0001],
     "adjust_t_gap": true,
-    "loss_bounds": false,
+    "loss_bounds": true,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
@@ -27,8 +27,8 @@
     "stdp_type": "multiplicative",
     "stdp_soft_bound": false,
     "stdp_ignore_silent": false,
-    "stdp_ap": 0.005,
-    "stdp_am": -0.075,
+    "stdp_ap": 0.001,
+    "stdp_am": -0.2,
     "stdp_anti_ap": null,
     "stdp_anti_am": null,
     "stdp_ltp_win": 1,
diff --git a/scripts/config/F-MNIST/csnn-3/csnn.json b/scripts/config/F-MNIST/csnn-128/csnn.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-3/csnn.json
rename to scripts/config/F-MNIST/csnn-128/csnn.json
diff --git a/scripts/config/F-MNIST/csnn-3/pcn-sstdp.json b/scripts/config/F-MNIST/csnn-128/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-3/pcn-sstdp.json
rename to scripts/config/F-MNIST/csnn-128/pcn-s2stdp.json
diff --git a/scripts/config/F-MNIST/csnn-3/rstdp-20n.json b/scripts/config/F-MNIST/csnn-128/rstdp-20n.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-3/rstdp-20n.json
rename to scripts/config/F-MNIST/csnn-128/rstdp-20n.json
diff --git a/scripts/config/F-MNIST/csnn-3/rstdp.json b/scripts/config/F-MNIST/csnn-128/rstdp.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-3/rstdp.json
rename to scripts/config/F-MNIST/csnn-128/rstdp.json
diff --git a/scripts/config/F-MNIST/csnn-3/sstdp.json b/scripts/config/F-MNIST/csnn-128/s2stdp.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-3/sstdp.json
rename to scripts/config/F-MNIST/csnn-128/s2stdp.json
diff --git a/scripts/config/F-MNIST/csnn-3/sstdp-og.json b/scripts/config/F-MNIST/csnn-128/sstdp.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-3/sstdp-og.json
rename to scripts/config/F-MNIST/csnn-128/sstdp.json
diff --git a/scripts/config/F-MNIST/csnn-1/csnn.json b/scripts/config/F-MNIST/csnn-16/csnn.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-1/csnn.json
rename to scripts/config/F-MNIST/csnn-16/csnn.json
diff --git a/scripts/config/F-MNIST/csnn-1/pcn-sstdp.json b/scripts/config/F-MNIST/csnn-16/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-1/pcn-sstdp.json
rename to scripts/config/F-MNIST/csnn-16/pcn-s2stdp.json
diff --git a/scripts/config/F-MNIST/csnn-1/rstdp-20n.json b/scripts/config/F-MNIST/csnn-16/rstdp-20n.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-1/rstdp-20n.json
rename to scripts/config/F-MNIST/csnn-16/rstdp-20n.json
diff --git a/scripts/config/F-MNIST/csnn-1/rstdp.json b/scripts/config/F-MNIST/csnn-16/rstdp.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-1/rstdp.json
rename to scripts/config/F-MNIST/csnn-16/rstdp.json
diff --git a/scripts/config/F-MNIST/csnn-1/sstdp.json b/scripts/config/F-MNIST/csnn-16/s2stdp.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-1/sstdp.json
rename to scripts/config/F-MNIST/csnn-16/s2stdp.json
diff --git a/scripts/config/F-MNIST/csnn-1/sstdp-og.json b/scripts/config/F-MNIST/csnn-16/sstdp.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-1/sstdp-og.json
rename to scripts/config/F-MNIST/csnn-16/sstdp.json
diff --git a/scripts/config/F-MNIST/csnn-2/csnn.json b/scripts/config/F-MNIST/csnn-64/csnn.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-2/csnn.json
rename to scripts/config/F-MNIST/csnn-64/csnn.json
diff --git a/scripts/config/F-MNIST/csnn-2/pcn-sstdp.json b/scripts/config/F-MNIST/csnn-64/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-2/pcn-sstdp.json
rename to scripts/config/F-MNIST/csnn-64/pcn-s2stdp.json
diff --git a/scripts/config/F-MNIST/csnn-2/rstdp-20n.json b/scripts/config/F-MNIST/csnn-64/rstdp-20n.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-2/rstdp-20n.json
rename to scripts/config/F-MNIST/csnn-64/rstdp-20n.json
diff --git a/scripts/config/F-MNIST/csnn-2/rstdp.json b/scripts/config/F-MNIST/csnn-64/rstdp.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-2/rstdp.json
rename to scripts/config/F-MNIST/csnn-64/rstdp.json
diff --git a/scripts/config/F-MNIST/csnn-2/sstdp.json b/scripts/config/F-MNIST/csnn-64/s2stdp.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-2/sstdp.json
rename to scripts/config/F-MNIST/csnn-64/s2stdp.json
diff --git a/scripts/config/F-MNIST/csnn-2/sstdp-og.json b/scripts/config/F-MNIST/csnn-64/sstdp.json
similarity index 100%
rename from scripts/config/F-MNIST/csnn-2/sstdp-og.json
rename to scripts/config/F-MNIST/csnn-64/sstdp.json
diff --git a/scripts/config/F-MNIST/gridsearch/pcn-sstdp.json b/scripts/config/F-MNIST/gridsearch/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/F-MNIST/gridsearch/pcn-sstdp.json
rename to scripts/config/F-MNIST/gridsearch/pcn-s2stdp.json
diff --git a/scripts/config/F-MNIST/gridsearch/sstdp-og.json b/scripts/config/F-MNIST/gridsearch/s2stdp.json
similarity index 91%
rename from scripts/config/F-MNIST/gridsearch/sstdp-og.json
rename to scripts/config/F-MNIST/gridsearch/s2stdp.json
index 079cad419853ded5299fdd738ff8244806476e76..7cab0e5a5188834130d5ceb31b89837eb865f698 100644
--- a/scripts/config/F-MNIST/gridsearch/sstdp-og.json
+++ b/scripts/config/F-MNIST/gridsearch/s2stdp.json
@@ -17,9 +17,9 @@
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
-    "t_gap": [0.08, 0.07, 0.06, 0.05, 0.04, 0.03, 0.02, 0.01],
+    "t_gap": [0.05, 0.04, 0.03, 0.02, 0.01, 0.005],
     "adjust_t_gap": true,
-    "loss_bounds": true,
+    "loss_bounds": false,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
diff --git a/scripts/config/F-MNIST/gridsearch/sstdp.json b/scripts/config/F-MNIST/gridsearch/sstdp.json
index 7cab0e5a5188834130d5ceb31b89837eb865f698..079cad419853ded5299fdd738ff8244806476e76 100644
--- a/scripts/config/F-MNIST/gridsearch/sstdp.json
+++ b/scripts/config/F-MNIST/gridsearch/sstdp.json
@@ -17,9 +17,9 @@
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
-    "t_gap": [0.05, 0.04, 0.03, 0.02, 0.01, 0.005],
+    "t_gap": [0.08, 0.07, 0.06, 0.05, 0.04, 0.03, 0.02, 0.01],
     "adjust_t_gap": true,
-    "loss_bounds": false,
+    "loss_bounds": true,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
diff --git a/scripts/config/MNIST/analysis/config/pcn-sstdp.json b/scripts/config/MNIST/analysis/config/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/MNIST/analysis/config/pcn-sstdp.json
rename to scripts/config/MNIST/analysis/config/pcn-s2stdp.json
diff --git a/scripts/config/MNIST/analysis/config/sstdp-og.json b/scripts/config/MNIST/analysis/config/s2stdp.json
similarity index 97%
rename from scripts/config/MNIST/analysis/config/sstdp-og.json
rename to scripts/config/MNIST/analysis/config/s2stdp.json
index 1a09e45d22107d5b3b5a52ec0f1525f641b7dce5..6647bbf5a37c802ce15447cb8cba85aa803b236e 100644
--- a/scripts/config/MNIST/analysis/config/sstdp-og.json
+++ b/scripts/config/MNIST/analysis/config/s2stdp.json
@@ -19,7 +19,7 @@
     "loss_type": "mean",
     "t_gap": [ 0.02, 0.005, 0.01, 0.02, 0.01, 0.02, 0.005, 0.02, 0.005, 0.01 ],
     "adjust_t_gap": true,
-    "loss_bounds": true,
+    "loss_bounds": false,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
diff --git a/scripts/config/MNIST/analysis/config/sstdp.json b/scripts/config/MNIST/analysis/config/sstdp.json
index 6647bbf5a37c802ce15447cb8cba85aa803b236e..1a09e45d22107d5b3b5a52ec0f1525f641b7dce5 100644
--- a/scripts/config/MNIST/analysis/config/sstdp.json
+++ b/scripts/config/MNIST/analysis/config/sstdp.json
@@ -19,7 +19,7 @@
     "loss_type": "mean",
     "t_gap": [ 0.02, 0.005, 0.01, 0.02, 0.01, 0.02, 0.005, 0.02, 0.005, 0.01 ],
     "adjust_t_gap": true,
-    "loss_bounds": false,
+    "loss_bounds": true,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
diff --git a/scripts/config/MNIST/analysis/lr/pcn-sstdp.json b/scripts/config/MNIST/analysis/lr/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/MNIST/analysis/lr/pcn-sstdp.json
rename to scripts/config/MNIST/analysis/lr/pcn-s2stdp.json
diff --git a/scripts/config/F-MNIST/analysis/lr/sstdp-og.json b/scripts/config/MNIST/analysis/lr/s2stdp.json
similarity index 93%
rename from scripts/config/F-MNIST/analysis/lr/sstdp-og.json
rename to scripts/config/MNIST/analysis/lr/s2stdp.json
index c31d278b56428aa5847afe6df651bf14f1170af5..7d7e2e0ba5ad8ef9a74c820139f11e8516cf2c89 100644
--- a/scripts/config/F-MNIST/analysis/lr/sstdp-og.json
+++ b/scripts/config/MNIST/analysis/lr/s2stdp.json
@@ -2,7 +2,7 @@
     "full_logs": true,
 
     "n_neurons": 10,
-    "firing_threshold": 350,
+    "firing_threshold": 250,
     "leak_tau": null,
     "decision_making": "single",
 
@@ -12,14 +12,14 @@
     "w_init_mean": 0.5,
     "w_init_std": 0.01,
     "normalize_weights": true,
-    "w_mean_norm": 0.2,
+    "w_mean_norm": 0.3,
 
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
     "t_gap": 0.03,
     "adjust_t_gap": true,
-    "loss_bounds": true,
+    "loss_bounds": false,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
diff --git a/scripts/config/MNIST/analysis/lr/sstdp.json b/scripts/config/MNIST/analysis/lr/sstdp.json
index 7d7e2e0ba5ad8ef9a74c820139f11e8516cf2c89..573ea4d9d82a98088d96fe08b32433ca70db09a1 100644
--- a/scripts/config/MNIST/analysis/lr/sstdp.json
+++ b/scripts/config/MNIST/analysis/lr/sstdp.json
@@ -2,7 +2,7 @@
     "full_logs": true,
 
     "n_neurons": 10,
-    "firing_threshold": 250,
+    "firing_threshold": 200,
     "leak_tau": null,
     "decision_making": "single",
 
@@ -12,14 +12,14 @@
     "w_init_mean": 0.5,
     "w_init_std": 0.01,
     "normalize_weights": true,
-    "w_mean_norm": 0.3,
+    "w_mean_norm": 0.2,
 
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
-    "t_gap": 0.03,
+    "t_gap": 0.06,
     "adjust_t_gap": true,
-    "loss_bounds": false,
+    "loss_bounds": true,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
diff --git a/scripts/config/MNIST/analysis/t_gap/pcn-sstdp.json b/scripts/config/MNIST/analysis/t_gap/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/MNIST/analysis/t_gap/pcn-sstdp.json
rename to scripts/config/MNIST/analysis/t_gap/pcn-s2stdp.json
diff --git a/scripts/config/MNIST/analysis/t_gap/sstdp-og.json b/scripts/config/MNIST/analysis/t_gap/s2stdp.json
similarity index 87%
rename from scripts/config/MNIST/analysis/t_gap/sstdp-og.json
rename to scripts/config/MNIST/analysis/t_gap/s2stdp.json
index 619014624b10767723d1e105de79701551ce267f..3c5bc50a46959177d627d8f0eeb5e64b63ea266a 100644
--- a/scripts/config/MNIST/analysis/t_gap/sstdp-og.json
+++ b/scripts/config/MNIST/analysis/t_gap/s2stdp.json
@@ -2,7 +2,7 @@
     "full_logs": true,
 
     "n_neurons": 10,
-    "firing_threshold": 200,
+    "firing_threshold": 250,
     "leak_tau": null,
     "decision_making": "single",
 
@@ -12,14 +12,14 @@
     "w_init_mean": 0.5,
     "w_init_std": 0.01,
     "normalize_weights": true,
-    "w_mean_norm": 0.2,
+    "w_mean_norm": 0.3,
 
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
     "t_gap": [ 0.2, 0.1, 0.075, 0.05, 0.025, 0.01, 0.0075, 0.005, 0.0025, 0.001, 0.00075, 0.0005, 0.00025, 0.0001 ],
     "adjust_t_gap": true,
-    "loss_bounds": true,
+    "loss_bounds": false,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
@@ -27,8 +27,8 @@
     "stdp_type": "multiplicative",
     "stdp_soft_bound": false,
     "stdp_ignore_silent": false,
-    "stdp_ap": 0.01,
-    "stdp_am": -0.05,
+    "stdp_ap": 0.005,
+    "stdp_am": -0.1,
     "stdp_anti_ap": null,
     "stdp_anti_am": null,
     "stdp_ltp_win": 1,
diff --git a/scripts/config/MNIST/analysis/t_gap/sstdp.json b/scripts/config/MNIST/analysis/t_gap/sstdp.json
index 3c5bc50a46959177d627d8f0eeb5e64b63ea266a..619014624b10767723d1e105de79701551ce267f 100644
--- a/scripts/config/MNIST/analysis/t_gap/sstdp.json
+++ b/scripts/config/MNIST/analysis/t_gap/sstdp.json
@@ -2,7 +2,7 @@
     "full_logs": true,
 
     "n_neurons": 10,
-    "firing_threshold": 250,
+    "firing_threshold": 200,
     "leak_tau": null,
     "decision_making": "single",
 
@@ -12,14 +12,14 @@
     "w_init_mean": 0.5,
     "w_init_std": 0.01,
     "normalize_weights": true,
-    "w_mean_norm": 0.3,
+    "w_mean_norm": 0.2,
 
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
     "t_gap": [ 0.2, 0.1, 0.075, 0.05, 0.025, 0.01, 0.0075, 0.005, 0.0025, 0.001, 0.00075, 0.0005, 0.00025, 0.0001 ],
     "adjust_t_gap": true,
-    "loss_bounds": false,
+    "loss_bounds": true,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
@@ -27,8 +27,8 @@
     "stdp_type": "multiplicative",
     "stdp_soft_bound": false,
     "stdp_ignore_silent": false,
-    "stdp_ap": 0.005,
-    "stdp_am": -0.1,
+    "stdp_ap": 0.01,
+    "stdp_am": -0.05,
     "stdp_anti_ap": null,
     "stdp_anti_am": null,
     "stdp_ltp_win": 1,
diff --git a/scripts/config/MNIST/csnn-3/csnn.json b/scripts/config/MNIST/csnn-128/csnn.json
similarity index 100%
rename from scripts/config/MNIST/csnn-3/csnn.json
rename to scripts/config/MNIST/csnn-128/csnn.json
diff --git a/scripts/config/MNIST/csnn-3/pcn-sstdp.json b/scripts/config/MNIST/csnn-128/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/MNIST/csnn-3/pcn-sstdp.json
rename to scripts/config/MNIST/csnn-128/pcn-s2stdp.json
diff --git a/scripts/config/MNIST/csnn-3/rstdp-20n.json b/scripts/config/MNIST/csnn-128/rstdp-20n.json
similarity index 100%
rename from scripts/config/MNIST/csnn-3/rstdp-20n.json
rename to scripts/config/MNIST/csnn-128/rstdp-20n.json
diff --git a/scripts/config/MNIST/csnn-3/rstdp.json b/scripts/config/MNIST/csnn-128/rstdp.json
similarity index 100%
rename from scripts/config/MNIST/csnn-3/rstdp.json
rename to scripts/config/MNIST/csnn-128/rstdp.json
diff --git a/scripts/config/MNIST/csnn-3/sstdp.json b/scripts/config/MNIST/csnn-128/s2stdp.json
similarity index 100%
rename from scripts/config/MNIST/csnn-3/sstdp.json
rename to scripts/config/MNIST/csnn-128/s2stdp.json
diff --git a/scripts/config/MNIST/csnn-3/sstdp-og.json b/scripts/config/MNIST/csnn-128/sstdp.json
similarity index 100%
rename from scripts/config/MNIST/csnn-3/sstdp-og.json
rename to scripts/config/MNIST/csnn-128/sstdp.json
diff --git a/scripts/config/MNIST/csnn-1/csnn.json b/scripts/config/MNIST/csnn-16/csnn.json
similarity index 100%
rename from scripts/config/MNIST/csnn-1/csnn.json
rename to scripts/config/MNIST/csnn-16/csnn.json
diff --git a/scripts/config/MNIST/csnn-1/pcn-sstdp.json b/scripts/config/MNIST/csnn-16/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/MNIST/csnn-1/pcn-sstdp.json
rename to scripts/config/MNIST/csnn-16/pcn-s2stdp.json
diff --git a/scripts/config/MNIST/csnn-1/rstdp-20n.json b/scripts/config/MNIST/csnn-16/rstdp-20n.json
similarity index 100%
rename from scripts/config/MNIST/csnn-1/rstdp-20n.json
rename to scripts/config/MNIST/csnn-16/rstdp-20n.json
diff --git a/scripts/config/MNIST/csnn-1/rstdp.json b/scripts/config/MNIST/csnn-16/rstdp.json
similarity index 100%
rename from scripts/config/MNIST/csnn-1/rstdp.json
rename to scripts/config/MNIST/csnn-16/rstdp.json
diff --git a/scripts/config/MNIST/csnn-1/sstdp.json b/scripts/config/MNIST/csnn-16/s2stdp.json
similarity index 100%
rename from scripts/config/MNIST/csnn-1/sstdp.json
rename to scripts/config/MNIST/csnn-16/s2stdp.json
diff --git a/scripts/config/MNIST/csnn-1/sstdp-og.json b/scripts/config/MNIST/csnn-16/sstdp.json
similarity index 100%
rename from scripts/config/MNIST/csnn-1/sstdp-og.json
rename to scripts/config/MNIST/csnn-16/sstdp.json
diff --git a/scripts/config/MNIST/csnn-2/csnn.json b/scripts/config/MNIST/csnn-64/csnn.json
similarity index 100%
rename from scripts/config/MNIST/csnn-2/csnn.json
rename to scripts/config/MNIST/csnn-64/csnn.json
diff --git a/scripts/config/MNIST/csnn-2/pcn-sstdp.json b/scripts/config/MNIST/csnn-64/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/MNIST/csnn-2/pcn-sstdp.json
rename to scripts/config/MNIST/csnn-64/pcn-s2stdp.json
diff --git a/scripts/config/MNIST/csnn-2/rstdp-20n.json b/scripts/config/MNIST/csnn-64/rstdp-20n.json
similarity index 100%
rename from scripts/config/MNIST/csnn-2/rstdp-20n.json
rename to scripts/config/MNIST/csnn-64/rstdp-20n.json
diff --git a/scripts/config/MNIST/csnn-2/rstdp.json b/scripts/config/MNIST/csnn-64/rstdp.json
similarity index 100%
rename from scripts/config/MNIST/csnn-2/rstdp.json
rename to scripts/config/MNIST/csnn-64/rstdp.json
diff --git a/scripts/config/MNIST/csnn-2/sstdp.json b/scripts/config/MNIST/csnn-64/s2stdp.json
similarity index 100%
rename from scripts/config/MNIST/csnn-2/sstdp.json
rename to scripts/config/MNIST/csnn-64/s2stdp.json
diff --git a/scripts/config/MNIST/csnn-2/sstdp-og.json b/scripts/config/MNIST/csnn-64/sstdp.json
similarity index 100%
rename from scripts/config/MNIST/csnn-2/sstdp-og.json
rename to scripts/config/MNIST/csnn-64/sstdp.json
diff --git a/scripts/config/MNIST/gridsearch/pcn-sstdp.json b/scripts/config/MNIST/gridsearch/pcn-s2stdp.json
similarity index 100%
rename from scripts/config/MNIST/gridsearch/pcn-sstdp.json
rename to scripts/config/MNIST/gridsearch/pcn-s2stdp.json
diff --git a/scripts/config/MNIST/gridsearch/sstdp-og.json b/scripts/config/MNIST/gridsearch/s2stdp.json
similarity index 81%
rename from scripts/config/MNIST/gridsearch/sstdp-og.json
rename to scripts/config/MNIST/gridsearch/s2stdp.json
index 15dce5a2c03f21effc58271e6eeaa29624ee0cdf..f8f7439fa574f647f4ff2185d9f3758a42349d8a 100644
--- a/scripts/config/MNIST/gridsearch/sstdp-og.json
+++ b/scripts/config/MNIST/gridsearch/s2stdp.json
@@ -17,9 +17,9 @@
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
-    "t_gap": [0.08, 0.07, 0.06, 0.05, 0.04, 0.03, 0.02, 0.01],
+    "t_gap": [0.05, 0.04, 0.03, 0.02, 0.01],
     "adjust_t_gap": true,
-    "loss_bounds": true,
+    "loss_bounds": false,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
@@ -27,8 +27,8 @@
     "stdp_type": "multiplicative",
     "stdp_soft_bound": false,
     "stdp_ignore_silent": false,
-    "stdp_ap": [0.05, 0.025, 0.01, 0.0075, 0.005],
-    "stdp_am": [-0.1, -0.075, -0.05, -0.025, -0.01],
+    "stdp_ap": [0.01, 0.0075, 0.005, 0.0025, 0.001],
+    "stdp_am": [-0.3, -0.2, -0.1, -0.075, -0.05],
     "stdp_anti_ap": null,
     "stdp_anti_am": null,
     "stdp_ltp_win": 1,
diff --git a/scripts/config/MNIST/gridsearch/sstdp.json b/scripts/config/MNIST/gridsearch/sstdp.json
index f8f7439fa574f647f4ff2185d9f3758a42349d8a..15dce5a2c03f21effc58271e6eeaa29624ee0cdf 100644
--- a/scripts/config/MNIST/gridsearch/sstdp.json
+++ b/scripts/config/MNIST/gridsearch/sstdp.json
@@ -17,9 +17,9 @@
     "n_epochs": 100,
     "training_method": "sstdp",
     "loss_type": "mean",
-    "t_gap": [0.05, 0.04, 0.03, 0.02, 0.01],
+    "t_gap": [0.08, 0.07, 0.06, 0.05, 0.04, 0.03, 0.02, 0.01],
     "adjust_t_gap": true,
-    "loss_bounds": false,
+    "loss_bounds": true,
     "class_wta": true,
     "early_stopping": true,
     "early_stop_patience": 10,
@@ -27,8 +27,8 @@
     "stdp_type": "multiplicative",
     "stdp_soft_bound": false,
     "stdp_ignore_silent": false,
-    "stdp_ap": [0.01, 0.0075, 0.005, 0.0025, 0.001],
-    "stdp_am": [-0.3, -0.2, -0.1, -0.075, -0.05],
+    "stdp_ap": [0.05, 0.025, 0.01, 0.0075, 0.005],
+    "stdp_am": [-0.1, -0.075, -0.05, -0.025, -0.01],
     "stdp_anti_ap": null,
     "stdp_anti_am": null,
     "stdp_ltp_win": 1,