diff --git a/straxen/corrections_services.py b/straxen/corrections_services.py
index 71cc26fc9..ef2eda53b 100644
--- a/straxen/corrections_services.py
+++ b/straxen/corrections_services.py
@@ -16,18 +16,10 @@
 
 corrections_w_file = [
     "mlp_model",
-    "cnn_model",
-    "gcn_model",
     "s2_xy_map_mlp",
-    "s2_xy_map_cnn",
-    "s2_xy_map_gcn",
     "s2_xy_map",
     "s1_xyz_map_mlp",
-    "s1_xyz_map_cnn",
-    "s1_xyz_map_gcn",
     "fdc_map_mlp",
-    "fdc_map_cnn",
-    "fdc_map_gcn",
     "s1_aft_xyz_map",
     "bayes_model",
 ]
@@ -284,7 +276,7 @@ def get_config_from_cmt(self, run_id, model_type, version="ONLINE"):
         utilix.mongo_storage.MongoDownloader()
 
         :param run_id: run id from runDB
-        :param model_type: model type and neural network type; model_mlp, or model_gcn or model_cnn
+        :param model_type: model type and neural network type; model_mlp, or model_cnf
         :param version: version
         :param return: NN weights file name
 
diff --git a/straxen/plugins/events/__init__.py b/straxen/plugins/events/__init__.py
index 83887d62a..a4e661e9c 100644
--- a/straxen/plugins/events/__init__.py
+++ b/straxen/plugins/events/__init__.py
@@ -55,12 +55,6 @@
 from . import event_s2_positions_mlp
 from .event_s2_positions_mlp import *
 
-from . import event_s2_positions_cnn
-from .event_s2_positions_cnn import *
-
-from . import event_s2_positions_gcn
-from .event_s2_positions_gcn import *
-
 from . import event_s1_positions_cnn
 from .event_s1_positions_cnn import *
 
diff --git a/straxen/plugins/events/event_s2_positions_cnn.py b/straxen/plugins/events/event_s2_positions_cnn.py
deleted file mode 100644
index bd3d4b98e..000000000
--- a/straxen/plugins/events/event_s2_positions_cnn.py
+++ /dev/null
@@ -1,30 +0,0 @@
-import strax
-import straxen
-from straxen.plugins.events._event_s2_positions_base import EventS2PositionBase
-
-
-export, __all__ = strax.exporter()
-
-
-@export
-class EventS2PositionCNN(EventS2PositionBase):
-    """CNN for position S2 reconstruction at event level."""
-
-    algorithm = "cnn"
-    provides = "event_s2_positions_cnn"
-
-    tf_event_model_cnn = straxen.URLConfig(
-        default=(
-            "tf://"
-            "resource://"
-            f"cmt://{algorithm}_model"
-            "?version=ONLINE"
-            "&run_id=plugin.run_id"
-            "&fmt=abs_path"
-        ),
-        help=(
-            'CNN model. Should be opened using the "tf" descriptor. '
-            'Set to "None" to skip computation'
-        ),
-        cache=3,
-    )
diff --git a/straxen/plugins/events/event_s2_positions_gcn.py b/straxen/plugins/events/event_s2_positions_gcn.py
deleted file mode 100644
index 0d70bbdbd..000000000
--- a/straxen/plugins/events/event_s2_positions_gcn.py
+++ /dev/null
@@ -1,30 +0,0 @@
-import strax
-import straxen
-from straxen.plugins.events._event_s2_positions_base import EventS2PositionBase
-
-
-export, __all__ = strax.exporter()
-
-
-@export
-class EventS2PositionGCN(EventS2PositionBase):
-    """GCN net for position S2 reconstruction at event level."""
-
-    algorithm = "gcn"
-    provides = "event_s2_positions_gcn"
-
-    tf_event_model_gcn = straxen.URLConfig(
-        default=(
-            "tf://"
-            "resource://"
-            f"cmt://{algorithm}_model"
-            "?version=ONLINE"
-            "&run_id=plugin.run_id"
-            "&fmt=abs_path"
-        ),
-        help=(
-            'MLP model. Should be opened using the "tf" descriptor. '
-            'Set to "None" to skip computation'
-        ),
-        cache=3,
-    )
diff --git a/straxen/plugins/peaks/__init__.py b/straxen/plugins/peaks/__init__.py
index e961771df..7bca4104e 100644
--- a/straxen/plugins/peaks/__init__.py
+++ b/straxen/plugins/peaks/__init__.py
@@ -16,15 +16,9 @@
 from . import peak_positions
 from .peak_positions import *
 
-from . import peak_positions_cnn
-from .peak_positions_cnn import *
-
 from . import peak_positions_cnf
 from .peak_positions_cnf import *
 
-from . import peak_positions_gcn
-from .peak_positions_gcn import *
-
 from . import peak_positions_mlp
 from .peak_positions_mlp import *
 
diff --git a/straxen/plugins/peaks/peak_positions_cnn.py b/straxen/plugins/peaks/peak_positions_cnn.py
deleted file mode 100644
index 22c9bf238..000000000
--- a/straxen/plugins/peaks/peak_positions_cnn.py
+++ /dev/null
@@ -1,31 +0,0 @@
-import strax
-import straxen
-from straxen.plugins.peaks._peak_positions_base import PeakPositionsBaseNT
-
-
-export, __all__ = strax.exporter()
-
-
-@export
-class PeakPositionsCNN(PeakPositionsBaseNT):
-    """Convolutional Neural Network (CNN) neural net for position reconstruction."""
-
-    provides = "peak_positions_cnn"
-    algorithm = "cnn"
-    __version__ = "0.0.1"
-
-    tf_model_cnn = straxen.URLConfig(
-        default=(
-            "tf://"
-            "resource://"
-            f"cmt://{algorithm}_model"
-            "?version=ONLINE"
-            "&run_id=plugin.run_id"
-            "&fmt=abs_path"
-        ),
-        help=(
-            'CNN model. Should be opened using the "tf" descriptor. '
-            'Set to "None" to skip computation'
-        ),
-        cache=3,
-    )
diff --git a/straxen/plugins/peaks/peak_positions_gcn.py b/straxen/plugins/peaks/peak_positions_gcn.py
deleted file mode 100644
index df883b51a..000000000
--- a/straxen/plugins/peaks/peak_positions_gcn.py
+++ /dev/null
@@ -1,31 +0,0 @@
-import strax
-import straxen
-from straxen.plugins.peaks._peak_positions_base import PeakPositionsBaseNT
-
-
-export, __all__ = strax.exporter()
-
-
-@export
-class PeakPositionsGCN(PeakPositionsBaseNT):
-    """Graph Convolutional Network (GCN) neural net for position reconstruction."""
-
-    provides = "peak_positions_gcn"
-    algorithm = "gcn"
-    __version__ = "0.0.1"
-
-    tf_model_gcn = straxen.URLConfig(
-        default=(
-            "tf://"
-            "resource://"
-            f"cmt://{algorithm}_model"
-            "?version=ONLINE"
-            "&run_id=plugin.run_id"
-            "&fmt=abs_path"
-        ),
-        help=(
-            'GCN model. Should be opened using the "tf" descriptor. '
-            'Set to "None" to skip computation'
-        ),
-        cache=3,
-    )