diff --git a/README.md b/README.md
index da3a6b6..9b06c99 100644
--- a/README.md
+++ b/README.md
@@ -87,7 +87,7 @@ To use the auto-verify verifiers, you need to additionally install auto-verify:
 **Note:** On macOS (and sometimes on Linux), you may need to install `swig` first with `conda install -c conda-forge swig`.
 
 ```bash
-uv pip install auto-verify>=0.1.4
+uv pip install auto-verify
 ```
 
 This package provides a framework for integrating verifiers. Please refer to the [auto-verify documentation](https://ada-research.github.io/auto-verify/) for details about auto-verify.
diff --git a/pyproject.toml b/pyproject.toml
index f51f674..ac54287 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "ada-verona"
-version = "1.0.1"
+version = "1.0.3"
 description = "Neural Network Robustness Analysis Framework"
 authors = [
     {name = "Annelot Bosman", email = "a.w.bosman@liacs.leidenuniv.nl"},
@@ -16,7 +16,7 @@ authors = [
 author = "Annelot Bosmann, Aaron Berger, Hendrik Baacke, Jan van Rijn, Holger H. Hoos"
 author_email = "a.w.bosman@liacs.leidenuniv.nl, aaron.berger@rwth-aachen.de, hendrik.baacke@rwth-aachen.de, jan.vanrijn@liacs.leidenuniv.nl, hh@aim.rwth-aachen.de"
 readme = "README.md"
-requires-python = ">=3.10,<3.11" 
+requires-python = ">=3.10,<3.12" 
 license = {file = "LICENSE"}
 keywords = ["neural networks", "robustness", "verification", "adversarial", "adversarial robustness", "adversarial attacks", "AI safety"]
 classifiers = [
@@ -32,9 +32,9 @@ classifiers = [
 dependencies = [
     "matplotlib>=3.10.0",
     "numpy>=1.24.3",
-    "onnx>=1.14.0",
-    "onnxruntime>=1.14.1",
-    "onnx2torch>=1.5.14",
+    "onnx>=1.17.0",
+    "onnxruntime>=1.18.0",
+    "onnx2torch>=1.5.15",
     "pandas>=2.0.1",
     "PyYAML>=6.0.1",
     "result>=0.9.0",
@@ -67,13 +67,13 @@ dev = [
     "pytest-mock>=3.14.0",
     "pytest-cov>=4.1.0",
     "coverage>=7.0.0",
+    "auto-verify==1.0.0",
+    "autoattack @ git+https://github.com/fra31/auto-attack",
     "ruff>=0.3.4",
     "black>=22.0.0",
     "mypy>=0.991",
-    "pre-commit",
-    "mkdocs>=1.6.1",
-    "mkdocs-material>=9.7.0",
-    "mkdocstrings-python>=1.19.0"
+    "build>=0.10.0",
+    "twine>=4.0.0"
 ]
 
 [project.urls]
@@ -121,4 +121,4 @@ select = [
     "SIM",
     # isort
     "I",
-]
+]
\ No newline at end of file
diff --git a/uv.lock b/uv.lock
index 1b3b7e2..64d3475 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,10 +1,14 @@
 version = 1
-revision = 3
-requires-python = "==3.10.*"
+revision = 2
+requires-python = ">=3.10, <3.12"
+resolution-markers = [
+    "python_full_version >= '3.11'",
+    "python_full_version < '3.11'",
+]
 
 [[package]]
 name = "ada-verona"
-version = "1.0.1"
+version = "1.0.3"
 source = { editable = "." }
 dependencies = [
     { name = "matplotlib" },
@@ -23,17 +27,17 @@ dependencies = [
 
 [package.optional-dependencies]
 dev = [
+    { name = "auto-verify" },
+    { name = "autoattack" },
     { name = "black" },
+    { name = "build" },
     { name = "coverage" },
-    { name = "mkdocs" },
-    { name = "mkdocs-material" },
-    { name = "mkdocstrings-python" },
     { name = "mypy" },
-    { name = "pre-commit" },
     { name = "pytest" },
     { name = "pytest-cov" },
     { name = "pytest-mock" },
     { name = "ruff" },
+    { name = "twine" },
 ]
 gpu = [
     { name = "nvidia-cublas-cu12" },
@@ -53,12 +57,12 @@ gpu = [
 
 [package.metadata]
 requires-dist = [
+    { name = "auto-verify", marker = "extra == 'dev'", specifier = "==1.0.0" },
+    { name = "autoattack", marker = "extra == 'dev'", git = "https://github.com/fra31/auto-attack" },
     { name = "black", marker = "extra == 'dev'", specifier = ">=22.0.0" },
+    { name = "build", marker = "extra == 'dev'", specifier = ">=0.10.0" },
     { name = "coverage", marker = "extra == 'dev'", specifier = ">=7.0.0" },
     { name = "matplotlib", specifier = ">=3.10.0" },
-    { name = "mkdocs", marker = "extra == 'dev'", specifier = ">=1.6.1" },
-    { name = "mkdocs-material", marker = "extra == 'dev'", specifier = ">=9.7.0" },
-    { name = "mkdocstrings-python", marker = "extra == 'dev'", specifier = ">=1.19.0" },
     { name = "mypy", marker = "extra == 'dev'", specifier = ">=0.991" },
     { name = "numpy", specifier = ">=1.24.3" },
     { name = "nvidia-cublas-cu12", marker = "extra == 'gpu'", specifier = ">=12.1.0,<13.0.0" },
@@ -73,11 +77,10 @@ requires-dist = [
     { name = "nvidia-nccl-cu12", marker = "extra == 'gpu'", specifier = ">=2.20.0,<3.0.0" },
     { name = "nvidia-nvjitlink-cu12", marker = "extra == 'gpu'", specifier = ">=12.4.0,<13.0.0" },
     { name = "nvidia-nvtx-cu12", marker = "extra == 'gpu'", specifier = ">=12.1.0,<13.0.0" },
-    { name = "onnx", specifier = ">=1.14.0" },
-    { name = "onnx2torch", specifier = ">=1.5.14" },
-    { name = "onnxruntime", specifier = ">=1.14.1" },
+    { name = "onnx", specifier = ">=1.17.0" },
+    { name = "onnx2torch", specifier = ">=1.5.15" },
+    { name = "onnxruntime", specifier = ">=1.18.0" },
     { name = "pandas", specifier = ">=2.0.1" },
-    { name = "pre-commit", marker = "extra == 'dev'" },
     { name = "pytest", marker = "extra == 'dev'", specifier = ">=8.2.2" },
     { name = "pytest-cov", marker = "extra == 'dev'", specifier = ">=4.1.0" },
     { name = "pytest-mock", marker = "extra == 'dev'", specifier = ">=3.14.0" },
@@ -88,27 +91,46 @@ requires-dist = [
     { name = "torch", specifier = ">=2.6.0" },
     { name = "torchvision", specifier = ">=0.18.1" },
     { name = "triton", marker = "extra == 'gpu'", specifier = ">=3.2.0,<4.0.0" },
+    { name = "twine", marker = "extra == 'dev'", specifier = ">=4.0.0" },
     { name = "typing-extensions" },
 ]
 provides-extras = ["gpu", "dev"]
 
 [[package]]
-name = "babel"
-version = "2.17.0"
+name = "auto-verify"
+version = "1.0.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/7d/6b/d52e42361e1aa00709585ecc30b3f9684b3ab62530771402248b1b1d6240/babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d", size = 9951852, upload-time = "2025-02-01T15:17:41.026Z" }
+dependencies = [
+    { name = "configspace" },
+    { name = "numpy" },
+    { name = "onnx" },
+    { name = "onnxruntime" },
+    { name = "pandas" },
+    { name = "protobuf" },
+    { name = "result" },
+    { name = "smac" },
+    { name = "swig" },
+    { name = "tomli", marker = "python_full_version < '3.11'" },
+    { name = "tomli-w" },
+    { name = "xdg-base-dirs" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a8/e8/54363c1c32c8593c198cb0572e9a76c745be74bfcc8404fa5eb2b2bfcc45/auto_verify-1.0.0.tar.gz", hash = "sha256:dfdb0d0c6a1ee0cec2ed16e92c53d8aa2530a4d517abe61c33d4cab3a43b1f8a", size = 79640, upload-time = "2026-01-14T09:48:30.383Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2", size = 10182537, upload-time = "2025-02-01T15:17:37.39Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/b0/c41222217f9b466cd2561ff72e9ef2b156d79184d03025e24b78efb3bc1f/auto_verify-1.0.0-py3-none-any.whl", hash = "sha256:37a2b1fea3b0e2bec06e25b8d1b9f6a3a81dca195e89850e8788ef758e132f5b", size = 116005, upload-time = "2026-01-14T09:48:29.099Z" },
 ]
 
 [[package]]
-name = "backrefs"
-version = "6.0.1"
+name = "autoattack"
+version = "0.1"
+source = { git = "https://github.com/fra31/auto-attack#a39220048b3c9f2cca9a4d3a54604793c68eca7e" }
+
+[[package]]
+name = "backports-tarfile"
+version = "1.2.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/91/e6/5eac48095081c358926a0cd8821351d7a013168b05cad9530fa3bcae3071/backrefs-6.0.1.tar.gz", hash = "sha256:54f8453c9ae38417a83c06d23745c634138c8da622d87a12cb3eef9ba66dd466", size = 5767249, upload-time = "2025-07-30T02:51:32.816Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/86/72/cd9b395f25e290e633655a100af28cb253e4393396264a98bd5f5951d50f/backports_tarfile-1.2.0.tar.gz", hash = "sha256:d75e02c268746e1b8144c278978b6e98e85de6ad16f8e4b0844a154557eca991", size = 86406, upload-time = "2024-05-28T17:01:54.731Z" }
 wheels = [
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-    { url = "https://files.pythonhosted.org/packages/e2/9b/14e312dbbc994093caa942a3462dc9f5f54bd0770c8171c6f6aec06e8600/backrefs-6.0.1-py39-none-any.whl", hash = "sha256:b1a61b29c35cc72cfb54886164b626fbe64cab74e9d8dcac125155bd3acdb023", size = 381118, upload-time = "2025-07-30T02:51:30.749Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/fa/123043af240e49752f1c4bd24da5053b6bd00cad78c2be53c0d1e8b975bc/backports.tarfile-1.2.0-py3-none-any.whl", hash = "sha256:77e284d754527b01fb1e6fa8a1afe577858ebe4e9dad8919e34c862cb399bc34", size = 30181, upload-time = "2024-05-28T17:01:53.112Z" },
 ]
 
 [[package]]
@@ -122,8 +144,8 @@ dependencies = [
     { name = "pathspec" },
     { name = "platformdirs" },
     { name = "pytokens" },
-    { name = "tomli" },
-    { name = "typing-extensions" },
+    { name = "tomli", marker = "python_full_version < '3.11'" },
+    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/4b/43/20b5c90612d7bdb2bdbcceeb53d588acca3bb8f0e4c5d5c751a2c8fdd55a/black-25.9.0.tar.gz", hash = "sha256:0474bca9a0dd1b51791fcc507a4e02078a1c63f6d4e4ae5544b9848c7adfb619", size = 648393, upload-time = "2025-09-19T00:27:37.758Z" }
 wheels = [
@@ -131,9 +153,29 @@ wheels = [
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+[[package]]
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+version = "1.4.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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+    { name = "importlib-metadata", marker = "python_full_version < '3.10.2'" },
+    { name = "packaging" },
+    { name = "pyproject-hooks" },
+    { name = "tomli", marker = "python_full_version < '3.11'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/42/18/94eaffda7b329535d91f00fe605ab1f1e5cd68b2074d03f255c7d250687d/build-1.4.0.tar.gz", hash = "sha256:f1b91b925aa322be454f8330c6fb48b465da993d1e7e7e6fa35027ec49f3c936", size = 50054, upload-time = "2026-01-08T16:41:47.696Z" }
+wheels = [
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+
 [[package]]
 name = "certifi"
 version = "2025.10.5"
@@ -144,12 +186,30 @@ wheels = [
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 [[package]]
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-version = "3.4.0"
+name = "cffi"
+version = "2.0.0"
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