From 555b9ab65884b56b10d7b72ea99ace5511333d5e Mon Sep 17 00:00:00 2001
From: IvanOleksiyuk <78495313+IvanOleksiyuk@users.noreply.github.com>
Date: Fri, 18 Jul 2025 11:00:21 +0200
Subject: [PATCH] Update README.md TRANSIT now public

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 profile/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/profile/README.md b/profile/README.md
index 03458e1..9df6916 100644
--- a/profile/README.md
+++ b/profile/README.md
@@ -39,7 +39,7 @@ Developing new ML approaches for application to physics problems, and using part
 - Strong CWoLa: Binary Classification Without Background Simulation [![arXiv][logo-arxiv]](https://arxiv.org/abs/2503.14876)
 - End-to-End Optimal Detector Design with Mutual Information Surrogates [![arXiv][logo-arxiv]](https://arxiv.org/abs/2503.14342)
 - Strategic White Paper on AI Infrastructure for Particle, Nuclear, and Astroparticle Physics: Insights from JENA and EuCAIF [![arXiv][logo-arxiv]](https://arxiv.org/abs/2503.14192)
-- TRANSIT your events into a new mass: Fast background interpolation for weakly-supervised anomaly searches [![arXiv][logo-arxiv]](https://arxiv.org/abs/2503.04342) [![GitHub][logo-github]](https://github.com/IvanOleksiyuk/transit-hep)
+- TRANSIT your events into a new mass: Fast background interpolation for weakly-supervised anomaly searches [![journal][logo-journal]](https://link.springer.com/article/10.1007/JHEP07(2025)177) [![arXiv][logo-arxiv]](https://arxiv.org/abs/2503.04342) [![GitHub][logo-github]](https://github.com/IvanOleksiyuk/transit-hep)
 - Weakly supervised anomaly detection for resonant new physics in the dijet final state using proton-proton collisions at s√=13 TeV with the ATLAS detector [![arXiv][logo-arxiv]](https://arxiv.org/abs/2502.09770)
 - Large Physics Models: Towards a collaborative approach with Large Language Models and Foundation Models [![arXiv][logo-arxiv]](https://doi.org/10.48550/arXiv.2501.05382)