diff --git a/rl/spec/box2d_experiment_specs.json b/rl/spec/box2d_experiment_specs.json
index c379ec4..7391fbe 100644
--- a/rl/spec/box2d_experiment_specs.json
+++ b/rl/spec/box2d_experiment_specs.json
@@ -106,7 +106,7 @@
     "Policy": "DoubleDQNBoltzmannPolicy",
     "PreProcessor": "StackStates",
     "param": {
-      "train_per_n_new_exp": 5,
+      "train_per_n_new_exp": 2,
       "lr": 0.005,
       "gamma": 0.99,
       "hidden_layers": [800, 400],
@@ -114,7 +114,7 @@
       "output_layer_activation": "linear",
       "exploration_anneal_episodes": 150,
       "epi_change_lr": 200,
-      "max_mem_len": 20000
+      "max_mem_len": 30000
     },
     "param_range": {
       "lr": [0.001, 0.005, 0.01],
diff --git a/rl/spec/classic_experiment_specs.json b/rl/spec/classic_experiment_specs.json
index 7025538..3917173 100644
--- a/rl/spec/classic_experiment_specs.json
+++ b/rl/spec/classic_experiment_specs.json
@@ -460,7 +460,7 @@
     "Policy": "DoubleDQNBoltzmannPolicy",
     "PreProcessor": "StackStates",
     "param": {
-      "train_per_n_new_exp": 4,
+      "train_per_n_new_exp": 1,
       "lr": 0.01,
       "gamma": 0.99,
       "hidden_layers": [32],