From 0dd1c7d1a878bfa538943c122d38da8f2fdce73d Mon Sep 17 00:00:00 2001
From: Michal Klein <46717574+michalk8@users.noreply.github.com>
Date: Tue, 28 Nov 2023 18:35:51 +0100
Subject: [PATCH] Update reference

---
 docs/references.bib          | 12 +++++++-----
 src/ott/geometry/geodesic.py |  2 +-
 2 files changed, 8 insertions(+), 6 deletions(-)

diff --git a/docs/references.bib b/docs/references.bib
index 3060bf191..c5d4c4678 100644
--- a/docs/references.bib
+++ b/docs/references.bib
@@ -806,9 +806,11 @@ @misc{klein:23
   year        = {2023},
 }
 
-@misc{huguet:2022,
-  title={Geodesic Sinkhorn: optimal transport for high-dimensional datasets},
-  author={Huguet, Guillaume and Tong, Alexander and Zapatero, Mar{\'\i}a Ramos and Wolf, Guy and Krishnaswamy, Smita},
-  journal={arXiv preprint arXiv:2211.00805},
-  year={2022}
+@misc{huguet:2023,
+  author      = {Huguet, Guillaume and Tong, Alexander and Zapatero, María Ramos and Tape, Christopher J. and Wolf, Guy and Krishnaswamy, Smita},
+  eprint      = {2211.00805},
+  eprintclass = {cs.LG},
+  eprinttype  = {arXiv},
+  title       = {Geodesic Sinkhorn for Fast and Accurate Optimal Transport on Manifolds},
+  year        = {2023},
 }
diff --git a/src/ott/geometry/geodesic.py b/src/ott/geometry/geodesic.py
index 65bfe2707..68b489525 100644
--- a/src/ott/geometry/geodesic.py
+++ b/src/ott/geometry/geodesic.py
@@ -29,7 +29,7 @@
 
 @jax.tree_util.register_pytree_node_class
 class Geodesic(geometry.Geometry):
-  r"""Graph distance approximation using heat kernel :cite:`huguet:2022`.
+  r"""Graph distance approximation using heat kernel :cite:`huguet:2023`.
 
   .. note::
     This constructor is not meant to be called by the user,