SparseConnectivityTracer v1.1.0

Author: adrhill

Project.toml

@@ -1,7 +1,7 @@
 name = "SparseConnectivityTracer"
 uuid = "9f842d2f-2579-4b1d-911e-f412cf18a3f5"
 authors = ["Adrian Hill <gh@adrianhill.de>"]
-version = "1.1.0-DEV"
+version = "1.1.0"
 
 [deps]
 ADTypes = "47edcb42-4c32-4615-8424-f2b9edc5f35b"

README.md

@@ -108,7 +108,7 @@ In fact, the functions `jacobian_sparsity` and `hessian_sparsity` are re-exporte
 
 ## Citation
 
-If you use SparseConnectivityTracer in your research, please cite our preprint [*Sparser, Better, Faster, Stronger: Efficient Automatic Differentiation for Sparse Jacobians and Hessians*](https://arxiv.org/abs/2501.17737):
+If you use SparseConnectivityTracer in your research, please cite our TMLR paper [*Sparser, Better, Faster, Stronger: Efficient Automatic Differentiation for Sparse Jacobians and Hessians*](https://openreview.net/forum?id=GtXSN52nIW):
 
 ```bibtex
 @article{hill2025sparser,

docs/src/internals/how_it_works.md

@@ -1,8 +1,8 @@
 # [How SparseConnectivityTracer works](@id how-sct-works)
 
 !!! tip "Read the paper"
-    Please read our preprint describing SparseConnectivityTracer:
-    [*Sparser, Better, Faster, Stronger: Efficient Automatic Differentiation for Sparse Jacobians and Hessians*](https://arxiv.org/abs/2501.17737).
+    Please read our TMLR paper describing SparseConnectivityTracer:
+    [*Sparser, Better, Faster, Stronger: Efficient Automatic Differentiation for Sparse Jacobians and Hessians*](https://openreview.net/forum?id=GtXSN52nIW).
 
 !!! danger "Internals may change"
     The developer documentation might refer to internals which can change without warning in a future release of SparseConnectivityTracer.

src/adtypes_interface.jl

@@ -82,7 +82,7 @@ julia> hessian_sparsity(f, rand(4), detector)
 
 ## References
 
-- A. Hill and G. Dalle (2025). [*"Sparser, Better, Faster, Stronger: Sparsity Detection for Efficient Automatic Differentiation"*](https://openreview.net/pdf?id=GtXSN52nIW)
+- A. Hill and G. Dalle (2025). [*"Sparser, Better, Faster, Stronger: Sparsity Detection for Efficient Automatic Differentiation"*](https://openreview.net/forum?id=GtXSN52nIW)
 - A. Hill, G. Dalle, A. Montoison (2025). [*"An Illustrated Guide to Automatic Sparse Differentiation"*](https://iclr-blogposts.github.io/2025/blog/sparse-autodiff/)
 """
 struct TracerSparsityDetector{TG <: GradientTracer, TH <: HessianTracer} <:
@@ -129,7 +129,7 @@ julia> jacobian_sparsity(f, [1, 1], detector)
 
 ## References
 
-- A. Hill and G. Dalle (2025). [*"Sparser, Better, Faster, Stronger: Sparsity Detection for Efficient Automatic Differentiation"*](https://openreview.net/pdf?id=GtXSN52nIW)
+- A. Hill and G. Dalle (2025). [*"Sparser, Better, Faster, Stronger: Sparsity Detection for Efficient Automatic Differentiation"*](https://openreview.net/forum?id=GtXSN52nIW)
 - A. Hill, G. Dalle, A. Montoison (2025). [*"An Illustrated Guide to Automatic Sparse Differentiation"*](https://iclr-blogposts.github.io/2025/blog/sparse-autodiff/)
 """
 struct TracerLocalSparsityDetector{TG <: GradientTracer, TH <: HessianTracer} <: