diff --git a/fastcan/narx.py b/fastcan/narx.py
index e65ebd9..164bfd6 100644
--- a/fastcan/narx.py
+++ b/fastcan/narx.py
@@ -351,6 +351,11 @@ def _validate_feat_delay_ids(
             "The element x of feat_ids should "
             f"satisfy -1 <= x <= {n_features + n_outputs - 1}."
         )
+    # Check if any row of feat_ids only contains -1
+    if np.all(feat_ids_ == -1, axis=1).any():
+        raise ValueError(
+            "`feat_ids` should not contain rows that only have -1."
+        )
     # Validate delay_ids
     delay_ids_ = check_array(
         delay_ids,
diff --git a/pixi.lock b/pixi.lock
index 761afa4..39d3b4b 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -40,7 +40,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.5.0-h7b32b05_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-24.2-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyproject-metadata-0.9.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.2-hf636f53_101_cp313.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.3-hf636f53_100_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.13-6_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8c095d6_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.6.1-py313h8ef605b_0.conda
@@ -111,7 +111,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/openssl-3.5.0-hc426f3f_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-24.2-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyproject-metadata-0.9.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.13.2-h534c281_101_cp313.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.13.3-h534c281_100_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/python_abi-3.13-6_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/readline-8.2-h7cca4af_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/scikit-learn-1.6.1-py313hedeaec8_0.conda
@@ -185,7 +185,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.5.0-h81ee809_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-24.2-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyproject-metadata-0.9.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.13.2-h81fe080_101_cp313.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.13.3-h81fe080_100_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python_abi-3.13-6_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/readline-8.2-h1d1bf99_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/scikit-learn-1.6.1-py313hecba28c_0.conda
@@ -227,7 +227,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/openssl-3.5.0-ha4e3fda_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-24.2-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyproject-metadata-0.9.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.2-h261c0b1_101_cp313.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.3-h261c0b1_100_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/python_abi-3.13-6_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/scikit-learn-1.6.1-py313h4f67946_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/scipy-1.15.2-py313h2eca4b9_0.conda
@@ -281,7 +281,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cyrus-sasl-2.1.27-h54b06d7_7.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cython-3.0.12-py313h5dec8f5_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/dbus-1.13.6-h5008d03_3.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.13-py313h46c70d0_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.14-py313h46c70d0_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/double-conversion-3.3.1-h5888daf_0.conda
@@ -435,7 +435,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytest-8.3.5-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytest-cov-6.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.2-hf636f53_101_cp313.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.3-hf636f53_100_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-build-1.2.2.post1-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.1-pyhd8ed1ab_0.conda
@@ -470,12 +470,12 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.4.2-py313h536fd9c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20241206-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.13.1-hf5ce1d7_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.13.1-pyh29332c3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.13.2-h0e9735f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.13.2-pyh29332c3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.3.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/wayland-1.23.1-h3e06ad9_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
@@ -568,7 +568,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/cxx-compiler-1.9.0-h20888b2_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/cython-3.0.12-py313h9efc8c2_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/debugpy-1.8.13-py313h14b76d3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/debugpy-1.8.14-py313h14b76d3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.2.2-pyhd8ed1ab_1.conda
@@ -701,7 +701,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytest-8.3.5-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytest-cov-6.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.13.2-h534c281_101_cp313.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.13.3-h534c281_100_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-build-1.2.2.post1-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.1-pyhd8ed1ab_0.conda
@@ -737,12 +737,12 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/tornado-6.4.2-py313h63b0ddb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20241206-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.13.1-hf5ce1d7_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.13.1-pyh29332c3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.13.2-h0e9735f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.13.2-pyh29332c3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.3.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
@@ -815,7 +815,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/cxx-compiler-1.9.0-hba80287_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/cython-3.0.12-py313hd607753_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/debugpy-1.8.13-py313h928ef07_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/debugpy-1.8.14-py313h928ef07_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.2.2-pyhd8ed1ab_1.conda
@@ -947,7 +947,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytest-8.3.5-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytest-cov-6.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.13.2-h81fe080_101_cp313.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.13.3-h81fe080_100_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-build-1.2.2.post1-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.1-pyhd8ed1ab_0.conda
@@ -983,12 +983,12 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tornado-6.4.2-py313h90d716c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20241206-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.13.1-hf5ce1d7_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.13.1-pyh29332c3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.13.2-h0e9735f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.13.2-pyh29332c3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.3.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
@@ -1046,10 +1046,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/contourpy-1.3.1-py313h1ec8472_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/coverage-7.8.0-py313hb4c8b1a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.2-py313hd8ed1ab_101.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.3-py313hd8ed1ab_100.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/cython-3.0.12-py313h11c7957_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/debugpy-1.8.13-py313h5813708_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/debugpy-1.8.14-py313h5813708_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
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       - conda: https://conda.anaconda.org/conda-forge/win-64/double-conversion-3.3.1-he0c23c2_0.conda
@@ -1178,7 +1178,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyh09c184e_7.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytest-8.3.5-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytest-cov-6.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.2-h261c0b1_101_cp313.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.3-h261c0b1_100_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-build-1.2.2.post1-pyhff2d567_1.conda
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       - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.1-pyhd8ed1ab_0.conda
@@ -1215,13 +1215,13 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/tornado-6.4.2-py313ha7868ed_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
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-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.13.1-pyh29332c3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.13.2-h0e9735f_0.conda
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       - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.22621.0-h57928b3_1.conda
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-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.3.0-pyhd8ed1ab_0.conda
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+  - libsqlite >=3.49.1,<4.0a0
   - libzlib >=1.3.1,<2.0a0
   - ncurses >=6.5,<7.0a0
-  - openssl >=3.4.1,<4.0a0
+  - openssl >=3.5.0,<4.0a0
   - python_abi 3.13.* *_cp313t
   - readline >=8.2,<9.0a0
   - tk >=8.6.13,<8.7.0a0
@@ -7792,72 +7890,71 @@ packages:
   - py_freethreading
   license: Python-2.0
   purls: []
-  size: 16030318
-  timestamp: 1739802719143
+  size: 15816110
+  timestamp: 1744324909706
   python_site_packages_path: lib/python3.13t/site-packages
-- conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.13.2-h534c281_101_cp313.conda
-  build_number: 101
-  sha256: 19abb6ba8a1af6985934a48f05fccd29ecc54926febdb8b3803f30134c518b34
-  md5: 2e883c630979a183e23a510d470194e2
+- conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.13.3-h534c281_100_cp313.conda
+  build_number: 100
+  sha256: 27c898103bff1f226ac32507a8c96fca61847403917f4dcf2b32f98d5fb38210
+  md5: b2da8b48105d2fa3eff867f5a07f8e3d
   depends:
   - __osx >=10.13
   - bzip2 >=1.0.8,<2.0a0
-  - libexpat >=2.6.4,<3.0a0
-  - libffi >=3.4,<4.0a0
-  - liblzma >=5.6.4,<6.0a0
+  - libexpat >=2.7.0,<3.0a0
+  - libffi >=3.4.6,<3.5.0a0
+  - liblzma >=5.8.1,<6.0a0
   - libmpdec >=4.0.0,<5.0a0
-  - libsqlite >=3.48.0,<4.0a0
+  - libsqlite >=3.49.1,<4.0a0
   - libzlib >=1.3.1,<2.0a0
   - ncurses >=6.5,<7.0a0
-  - openssl >=3.4.1,<4.0a0
+  - openssl >=3.5.0,<4.0a0
   - python_abi 3.13.* *_cp313
   - readline >=8.2,<9.0a0
   - tk >=8.6.13,<8.7.0a0
   - tzdata
   license: Python-2.0
   purls: []
-  size: 13961675
-  timestamp: 1739802065430
+  size: 14006636
+  timestamp: 1744325914884
   python_site_packages_path: lib/python3.13/site-packages
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.13.2-h81fe080_101_cp313.conda
-  build_number: 101
-  sha256: 6239a14c39a9902d6b617d57efe3eefbab23cf30cdc67122fdab81d04da193cd
-  md5: 71a76067a1cac1a2f03b43a08646a63e
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.13.3-h81fe080_100_cp313.conda
+  build_number: 100
+  sha256: fb56abb98af7bc9c6e75f31670264a5755fe2dc86dbae1cb24c134687aa4f6d3
+  md5: 76edefc8cc4f2efb3737ccb75e66084e
   depends:
   - __osx >=11.0
   - bzip2 >=1.0.8,<2.0a0
-  - libexpat >=2.6.4,<3.0a0
-  - libffi >=3.4,<4.0a0
-  - liblzma >=5.6.4,<6.0a0
+  - libexpat >=2.7.0,<3.0a0
+  - libffi >=3.4.6,<3.5.0a0
+  - liblzma >=5.8.1,<6.0a0
   - libmpdec >=4.0.0,<5.0a0
-  - libsqlite >=3.48.0,<4.0a0
+  - libsqlite >=3.49.1,<4.0a0
   - libzlib >=1.3.1,<2.0a0
   - ncurses >=6.5,<7.0a0
-  - openssl >=3.4.1,<4.0a0
+  - openssl >=3.5.0,<4.0a0
   - python_abi 3.13.* *_cp313
   - readline >=8.2,<9.0a0
   - tk >=8.6.13,<8.7.0a0
   - tzdata
   license: Python-2.0
   purls: []
-  size: 11682568
-  timestamp: 1739801342527
+  size: 12896905
+  timestamp: 1744324106761
   python_site_packages_path: lib/python3.13/site-packages
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.13.2-hfd29fff_1_cp313t.conda
-  build_number: 1
-  sha256: a64466b8f65b77604c3c87092c65d9e51e7db44b11eaa6c469894f0b88b1af5a
-  md5: 9d0ae3f3e43c192a992827c0abffe284
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.13.3-hfd29fff_0_cp313t.conda
+  sha256: d991fa656c0f98dc7fa079609dec6a4e38fd3ff3815de4b9f6177a4b76fd5e51
+  md5: ca699d4b14b13f20cccb75b43a422c4e
   depends:
   - __osx >=11.0
   - bzip2 >=1.0.8,<2.0a0
-  - libexpat >=2.6.4,<3.0a0
-  - libffi >=3.4,<4.0a0
-  - liblzma >=5.6.4,<6.0a0
+  - libexpat >=2.7.0,<3.0a0
+  - libffi >=3.4.6,<3.5.0a0
+  - liblzma >=5.8.1,<6.0a0
   - libmpdec >=4.0.0,<5.0a0
-  - libsqlite >=3.48.0,<4.0a0
+  - libsqlite >=3.49.1,<4.0a0
   - libzlib >=1.3.1,<2.0a0
   - ncurses >=6.5,<7.0a0
-  - openssl >=3.4.1,<4.0a0
+  - openssl >=3.5.0,<4.0a0
   - python_abi 3.13.* *_cp313t
   - readline >=8.2,<9.0a0
   - tk >=8.6.13,<8.7.0a0
@@ -7866,13 +7963,13 @@ packages:
   - py_freethreading
   license: Python-2.0
   purls: []
-  size: 14737126
-  timestamp: 1739801201634
+  size: 13245130
+  timestamp: 1744323974749
   python_site_packages_path: lib/python3.13t/site-packages
-- conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.2-h261c0b1_101_cp313.conda
-  build_number: 101
-  sha256: b6e7a6f314343926b5a236592272e5014edcda150e14d18d0fb9440d8a185c3f
-  md5: 5116c74f5e3e77b915b7b72eea0ec946
+- conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.2-hd7c436d_1_cp313t.conda
+  build_number: 1
+  sha256: 9f5f763dd6bd9fa44a058a8275ea8acf99f86e741207c7aff909e4a1ad6a3902
+  md5: 7ba3160c1da9708c2fb52b930abf7c77
   depends:
   - bzip2 >=1.0.8,<2.0a0
   - libexpat >=2.6.4,<3.0a0
@@ -7882,7 +7979,7 @@ packages:
   - libsqlite >=3.48.0,<4.0a0
   - libzlib >=1.3.1,<2.0a0
   - openssl >=3.4.1,<4.0a0
-  - python_abi 3.13.* *_cp313
+  - python_abi 3.13.* *_cp313t
   - tk >=8.6.13,<8.7.0a0
   - tzdata
   - ucrt >=10.0.20348.0
@@ -7890,23 +7987,23 @@ packages:
   - vc14_runtime >=14.29.30139
   license: Python-2.0
   purls: []
-  size: 16848398
-  timestamp: 1739800686310
+  size: 16438368
+  timestamp: 1739800934704
   python_site_packages_path: Lib/site-packages
-- conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.2-hd7c436d_1_cp313t.conda
-  build_number: 1
-  sha256: 9f5f763dd6bd9fa44a058a8275ea8acf99f86e741207c7aff909e4a1ad6a3902
-  md5: 7ba3160c1da9708c2fb52b930abf7c77
+- conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.3-h261c0b1_100_cp313.conda
+  build_number: 100
+  sha256: ff03ad000485d565ca23f4d871b994f9fd4388349d6458293bd5d605f0b9ea29
+  md5: 73aef991d40cedc8696fdd2791800c14
   depends:
   - bzip2 >=1.0.8,<2.0a0
-  - libexpat >=2.6.4,<3.0a0
-  - libffi >=3.4,<4.0a0
-  - liblzma >=5.6.4,<6.0a0
+  - libexpat >=2.7.0,<3.0a0
+  - libffi >=3.4.6,<3.5.0a0
+  - liblzma >=5.8.1,<6.0a0
   - libmpdec >=4.0.0,<5.0a0
-  - libsqlite >=3.48.0,<4.0a0
+  - libsqlite >=3.49.1,<4.0a0
   - libzlib >=1.3.1,<2.0a0
-  - openssl >=3.4.1,<4.0a0
-  - python_abi 3.13.* *_cp313t
+  - openssl >=3.5.0,<4.0a0
+  - python_abi 3.13.* *_cp313
   - tk >=8.6.13,<8.7.0a0
   - tzdata
   - ucrt >=10.0.20348.0
@@ -7914,8 +8011,8 @@ packages:
   - vc14_runtime >=14.29.30139
   license: Python-2.0
   purls: []
-  size: 16438368
-  timestamp: 1739800934704
+  size: 16770159
+  timestamp: 1744323549363
   python_site_packages_path: Lib/site-packages
 - conda: https://conda.anaconda.org/conda-forge/noarch/python-build-1.2.2.post1-pyhff2d567_1.conda
   sha256: da40ab7413029351852268ca479e5cc642011c72317bd02dba28235c5c5ec955
@@ -7958,16 +8055,16 @@ packages:
   - pkg:pypi/fastjsonschema?source=hash-mapping
   size: 226259
   timestamp: 1733236073335
-- conda: https://conda.anaconda.org/conda-forge/noarch/python-freethreading-3.13.2-h92d6c8b_1.conda
-  sha256: 81936a29f36d98bf4cf2d2bcd601f9ca89010e89f429c9a99b2985695dcaed34
-  md5: e113f67f0de399caeaa57693237f2fd2
+- conda: https://conda.anaconda.org/conda-forge/noarch/python-freethreading-3.13.3-h92d6c8b_0.conda
+  sha256: a4c6f497b42d17909c2a74261deea3420e505ab44fa30388d4b17b5f43ad059f
+  md5: 7ac86a40ad1d4605171b44b37b221d6f
   depends:
-  - cpython 3.13.2.*
+  - cpython 3.13.3.*
   - python_abi * *_cp313t
   license: Python-2.0
   purls: []
-  size: 47905
-  timestamp: 1739801082194
+  size: 47862
+  timestamp: 1744323858833
 - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
   sha256: 4790787fe1f4e8da616edca4acf6a4f8ed4e7c6967aa31b920208fc8f95efcca
   md5: a61bf9ec79426938ff785eb69dbb1960
@@ -7990,6 +8087,16 @@ packages:
   - pkg:pypi/tzdata?source=compressed-mapping
   size: 144160
   timestamp: 1742745254292
+- conda: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.12-6_cp312.conda
+  build_number: 6
+  sha256: 09aff7ca31d1dbee63a504dba89aefa079b7c13a50dae18e1fe40a40ea71063e
+  md5: 95bd67b1113859774c30418e8481f9d8
+  constrains:
+  - python 3.12.* *_cpython
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 6872
+  timestamp: 1743483197238
 - conda: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.13-5_cp313t.conda
   build_number: 5
   sha256: 3405de6b376bc49b228b7650d2aa119a42224a7e567a82951a708fc4b914c035
@@ -8541,24 +8648,24 @@ packages:
   - pkg:pypi/rpds-py?source=hash-mapping
   size: 255547
   timestamp: 1743037492141
-- conda: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.11.4-py313h22842b3_0.conda
-  sha256: bc10e34b7d30b4810ca110dbebe57009cea66b31ea82368156b4317273161a7d
-  md5: 6e1f9f8d2fb2171bcfd68ea3d56c1792
+- conda: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.11.5-py312h286b59f_0.conda
+  sha256: cf1841ea018fe0454fd6702bbc2ceed47ecc6eb6a8833bd02f5645496eb938b6
+  md5: 8d601aeb30065c16564c9222287ad4a6
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
   - libstdcxx >=13
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
   constrains:
   - __glibc >=2.17
   license: MIT
   license_family: MIT
-  size: 9001038
-  timestamp: 1743819292575
-- conda: https://conda.anaconda.org/conda-forge/osx-64/ruff-0.11.4-py313h837c616_0.conda
-  sha256: 6eeb0acc7868ac46186e8317154df5403d19687665114fced5aae45c522e8d00
-  md5: 164585e6a4b12fd29517c940602c265d
+  size: 9007534
+  timestamp: 1744322720648
+- conda: https://conda.anaconda.org/conda-forge/osx-64/ruff-0.11.5-py313h837c616_0.conda
+  sha256: 997664f872f47dfc40b9c9da648dc807436834d9240681df4617fb41def2ab2b
+  md5: 9827bfa5243ab1a18d2edee3e884380c
   depends:
   - __osx >=10.13
   - libcxx >=18
@@ -8568,11 +8675,11 @@ packages:
   - __osx >=10.13
   license: MIT
   license_family: MIT
-  size: 8406832
-  timestamp: 1743819610560
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ruff-0.11.4-py313hd3a9b03_0.conda
-  sha256: 7b7fe29220adb5b40210956dd25e05b77ce3e1a3eb89e5c867724d74eb4e8d01
-  md5: 4543a37cc5e13195d08611d1a154c38f
+  size: 8430239
+  timestamp: 1744323143078
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ruff-0.11.5-py313hd3a9b03_0.conda
+  sha256: d9eb0dad825d139cccd618824fd2a49b67607fa47ec1b6833864140f93f56a89
+  md5: cb8d35f2bde58e7964bf5ebfdeff98bd
   depends:
   - __osx >=11.0
   - libcxx >=18
@@ -8583,11 +8690,11 @@ packages:
   - __osx >=11.0
   license: MIT
   license_family: MIT
-  size: 7987694
-  timestamp: 1743819534923
-- conda: https://conda.anaconda.org/conda-forge/win-64/ruff-0.11.4-py313h9f3c1d7_0.conda
-  sha256: c293b89717291be7017b03637ef6127a2758f1f53ce9f5d06d0cba66e6f81e91
-  md5: 73a8dd1cf0a181dbca7c39ec5e8ba0b9
+  size: 7983019
+  timestamp: 1744322709881
+- conda: https://conda.anaconda.org/conda-forge/win-64/ruff-0.11.5-py313h9f3c1d7_0.conda
+  sha256: 7d4f00d2e43a4f373c71e4cc06172953f1ef9a2c7f7037c89a99c073e75d5a20
+  md5: 1aac5dad323a7d081431751065bbe51a
   depends:
   - python >=3.13,<3.14.0a0
   - python_abi 3.13.* *_cp313
@@ -8596,8 +8703,8 @@ packages:
   - vc14_runtime >=14.29.30139
   license: MIT
   license_family: MIT
-  size: 8082837
-  timestamp: 1743820026588
+  size: 8086406
+  timestamp: 1744323620439
 - pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/scikit-learn/1.7.dev0/scikit_learn-1.7.dev0-cp313-cp313t-macosx_10_13_x86_64.whl
   name: scikit-learn
   version: 1.7.dev0
@@ -9735,28 +9842,26 @@ packages:
   - pkg:pypi/types-python-dateutil?source=hash-mapping
   size: 22104
   timestamp: 1733612458611
-- conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.13.1-hf5ce1d7_0.conda
-  sha256: f38c8a4cb27155a3c0d2853683569b1b1b38b31aa17195c23789367868d2125e
-  md5: e37cf790f710cf72fd13dcb6b2d4370c
+- conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.13.2-h0e9735f_0.conda
+  sha256: 4865fce0897d3cb0ffc8998219157a8325f6011c136e6fd740a9a6b169419296
+  md5: 568ed1300869dca0ba09fb750cda5dbb
   depends:
-  - typing_extensions ==4.13.1 pyh29332c3_0
+  - typing_extensions ==4.13.2 pyh29332c3_0
   license: PSF-2.0
-  license_family: PSF
   purls: []
-  size: 89685
-  timestamp: 1743820059977
-- conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.13.1-pyh29332c3_0.conda
-  sha256: 78a5efbf86eca68b5f9e58f0dc7e56dcfa96d1dcba5c7f5f37d2c0444de22085
-  md5: 5710c79a5fb0a6bfdba0a887f90583b1
+  size: 89900
+  timestamp: 1744302253997
+- conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.13.2-pyh29332c3_0.conda
+  sha256: a8aaf351e6461de0d5d47e4911257e25eec2fa409d71f3b643bb2f748bde1c08
+  md5: 83fc6ae00127671e301c9f44254c31b8
   depends:
   - python >=3.9
   - python
   license: PSF-2.0
-  license_family: PSF
   purls:
   - pkg:pypi/typing-extensions?source=compressed-mapping
-  size: 52170
-  timestamp: 1743820059977
+  size: 52189
+  timestamp: 1744302253997
 - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
   sha256: 3088d5d873411a56bf988eee774559335749aed6f6c28e07bf933256afb9eb6c
   md5: f6d7aa696c67756a650e91e15e88223c
@@ -9795,9 +9900,9 @@ packages:
   - pkg:pypi/uri-template?source=hash-mapping
   size: 23990
   timestamp: 1733323714454
-- conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.3.0-pyhd8ed1ab_0.conda
-  sha256: 114919ffa80c328127dab9c8e7a38f9d563c617691fb81fccb11c1e86763727e
-  md5: 32674f8dbfb7b26410ed580dd3c10a29
+- conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.4.0-pyhd8ed1ab_0.conda
+  sha256: a25403b76f7f03ca1a906e1ef0f88521edded991b9897e7fed56a3e334b3db8c
+  md5: c1e349028e0052c4eea844e94f773065
   depends:
   - brotli-python >=1.0.9
   - h2 >=4,<5
@@ -9808,8 +9913,8 @@ packages:
   license_family: MIT
   purls:
   - pkg:pypi/urllib3?source=hash-mapping
-  size: 100102
-  timestamp: 1734859520452
+  size: 100791
+  timestamp: 1744323705540
 - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-h2b53caa_26.conda
   sha256: 7a685b5c37e9713fa314a0d26b8b1d7a2e6de5ab758698199b5d5b6dba2e3ce1
   md5: d3f0381e38093bde620a8d85f266ae55
diff --git a/tests/test_narx.py b/tests/test_narx.py
index c8139cf..4513603 100644
--- a/tests/test_narx.py
+++ b/tests/test_narx.py
@@ -311,6 +311,14 @@ def test_mulit_output_error():
         narx.fit(X, y)
         narx.predict(X, y_init=[1, 1, 1])
 
+    with pytest.raises(ValueError, match="`feat_ids` should not contain rows that.*"):
+        narx = NARX(
+            feat_ids=np.array([[0, 1], [-1, -1]]),
+            delay_ids=np.array([[0, 1], [-1, -1]]),
+            output_ids=[0, 1],
+        )
+        narx.fit(X, y)
+
 
 def test_sample_weight():
     rng = np.random.default_rng(12345)