From 2fb65881183734842d581fb8837e11a76c3e7c9c Mon Sep 17 00:00:00 2001
From: Luigi <73503531+tbox98@users.noreply.github.com>
Date: Tue, 25 Nov 2025 19:46:59 +0100
Subject: [PATCH 1/2] Add FreeGrad library

---
 README.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/README.md b/README.md
index b4a80f2..ed15170 100644
--- a/README.md
+++ b/README.md
@@ -281,6 +281,8 @@ This library contains a PyTorch implementation of the SO(3) equivariant CNNs for
 153. [Pytorch Geometric Signed Directed](https://github.com/SherylHYX/pytorch_geometric_signed_directed): A signed and directed extension library for PyTorch Geometric. 
 154. [Koila](https://github.com/rentruewang/koila): A simple wrapper around pytorch that prevents CUDA out of memory issues.
 155. [Renate](https://github.com/awslabs/renate): A library for real-world continual learning.
+156. [FreeGrad](https://github.com/tbox98/FreeGrad) - PyTorch library for custom backward passes, straight-through estimators and gradient transforms.
+
 
 ## Tutorials, books, & examples
 

From 255675fd8898bc4b58a92ec3990367bc359fa944 Mon Sep 17 00:00:00 2001
From: Luigi <73503531+tbox98@users.noreply.github.com>
Date: Wed, 26 Nov 2025 07:07:31 +0100
Subject: [PATCH 2/2] Update README.md

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index ed15170..04e0316 100644
--- a/README.md
+++ b/README.md
@@ -281,8 +281,6 @@ This library contains a PyTorch implementation of the SO(3) equivariant CNNs for
 153. [Pytorch Geometric Signed Directed](https://github.com/SherylHYX/pytorch_geometric_signed_directed): A signed and directed extension library for PyTorch Geometric. 
 154. [Koila](https://github.com/rentruewang/koila): A simple wrapper around pytorch that prevents CUDA out of memory issues.
 155. [Renate](https://github.com/awslabs/renate): A library for real-world continual learning.
-156. [FreeGrad](https://github.com/tbox98/FreeGrad) - PyTorch library for custom backward passes, straight-through estimators and gradient transforms.
-
 
 ## Tutorials, books, & examples
 
@@ -710,6 +708,8 @@ Janai, J., Güney, F., Ranjan, A., Black, M. and Geiger, A., Unsupervised Learni
 343. [SSSNET](https://github.com/SherylHYX/SSSNET_Signed_Clustering): Official implementation of the SDM2022 paper "SSSNET: Semi-Supervised Signed Network Clustering".
 344. [MagNet](https://github.com/matthew-hirn/magnet): Official implementation of the NeurIPS2021 paper "MagNet: A Neural Network for Directed Graphs".
 345. [Semantic Search](https://github.com/kuutsav/information-retrieval): Latest in the field of neural information retrieval / semantic search.
+346. [FreeGrad](https://github.com/tbox98/FreeGrad) - PyTorch library for custom backward passes, straight-through estimators and gradient transforms.
+
 
 ## Talks & conferences