From 6dce68d55518d83278bd2847643683dbf6c13e55 Mon Sep 17 00:00:00 2001
From: Orion Cohen <27712051+orionarcher@users.noreply.github.com>
Date: Tue, 19 Aug 2025 16:04:19 -0700
Subject: [PATCH 1/2] Update README.md

Signed-off-by: Orion Cohen <27712051+orionarcher@users.noreply.github.com>
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index b633e084..8d46461a 100644
--- a/README.md
+++ b/README.md
@@ -134,4 +134,4 @@ TorchSim is released under an [MIT license](LICENSE).
 
 ## Citation
 
-A manuscript is in preparation. Meanwhile, if you use TorchSim in your research, please [cite the Zenodo archive][zenodo].
+If you use TorchSim in your research, please cite it on [arxiv](https://arxiv.org/abs/2508.06628).

From c630f4dc933ad8140a1be80ad8881f8127095905 Mon Sep 17 00:00:00 2001
From: Orion Cohen <27712051+orionarcher@users.noreply.github.com>
Date: Tue, 19 Aug 2025 16:14:06 -0700
Subject: [PATCH 2/2] tighten phrasing

Signed-off-by: Orion Cohen <27712051+orionarcher@users.noreply.github.com>
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 8d46461a..c48c8058 100644
--- a/README.md
+++ b/README.md
@@ -134,4 +134,4 @@ TorchSim is released under an [MIT license](LICENSE).
 
 ## Citation
 
-If you use TorchSim in your research, please cite it on [arxiv](https://arxiv.org/abs/2508.06628).
++If you use TorchSim in your research, please cite the [arXiv preprint](https://arxiv.org/abs/2508.06628).