arXiv link (#40)

Author: TY-Cheng

README.md

@@ -21,6 +21,21 @@ Yet another vine copula package, using [PyTorch](https://pytorch.org/get-started
 - Pure `Python` library, inspired by [pyvinecopulib](https://github.com/vinecopulib/pyvinecopulib/) on Windows, Linux, MacOS
 - IO and visualization support
 
+## Citation
+If you use `TorchVineCopuLib` in your work, please cite:
+
+> Cheng, Tuoyuan, Thibault Vatter, Thomas Nagler, and Kan Chen. "Vine Copulas as Differentiable Computational Graphs." arXiv preprint arXiv:2506.13318 (2025).
+
+```latex
+@article{cheng2025vine,
+  title={Vine Copulas as Differentiable Computational Graphs},
+  author={Cheng, Tuoyuan and Vatter, Thibault and Nagler, Thomas and Chen, Kan},
+  journal={arXiv preprint arXiv:2506.13318},
+  year={2025},
+  url={https://arxiv.org/abs/2506.13318},
+}
+```
+
 ## Examples
 
 Visit the [`./examples/`](https://github.com/TY-Cheng/torchvinecopulib/tree/main/examples) folder for `.ipynb` Jupyter notebooks.

pyproject.toml

@@ -42,8 +42,6 @@ classifiers = [
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: 3.13",
-    "Programming Language :: Python :: 3.14",
-    "Programming Language :: Python :: 3.15",
     "Topic :: Scientific/Engineering",
 ]
 dependencies = ["numpy>=2", "scipy", "fastkde", "pyvinecopulib"]
@@ -76,18 +74,18 @@ dev = [
 [project.optional-dependencies]
 cpu = ["torch>=2"]
 cu126 = ["torch>=2"]
-cu124 = ["torch>=2"]
+cu128 = ["torch>=2"]
 
 [tool.uv]
 managed = true
 default-groups = ["dev"]
-conflicts = [[{ extra = "cpu" }, { extra = "cu126" }, { extra = "cu124" }]]
+conflicts = [[{ extra = "cpu" }, { extra = "cu126" }, { extra = "cu128" }]]
 
 [tool.uv.sources]
 torch = [
     { index = "torch-cpu", extra = "cpu" },
     { index = "torch-cu126", extra = "cu126" },
-    { index = "torch-cu124", extra = "cu124" },
+    { index = "torch-cu128", extra = "cu128" },
 ]
 
 [[tool.uv.index]]
@@ -101,8 +99,8 @@ url = "https://download.pytorch.org/whl/cu126"
 explicit = true
 
 [[tool.uv.index]]
-name = "torch-cu124"
-url = "https://download.pytorch.org/whl/cu124"
+name = "torch-cu128"
+url = "https://download.pytorch.org/whl/cu128"
 explicit = true
 
 [[tool.uv.index]]