Add metadata and update model card

README.md

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+---
+license: other
+library_name: catsbench
+pipeline_tag: other
+---
+
 <div align="center">
 
 # Entering the Era of Discrete Diffusion Models: A Benchmark for Schrödinger Bridges and Entropic Optimal Transport
 
-[Xavier Aramayo](https://scholar.google.com/citations?user=1B9UIYoAAAAJ),
-[Grigoriy Ksenofontov](https://scholar.google.com/citations?user=e0mirzYAAAAJ), [Aleksei Leonov](https://scholar.google.com/citations?user=gzj9nOcAAAAJ), [Iaroslav Koshelev](https://scholar.google.com/citations?user=gmaJRL4AAAAJ), [Alexander Korotin](https://scholar.google.ru/citations?user=1rIIvjAAAAAJ)
+[Xavier Aramayo Carrasco](https://scholar.google.com/citations?user=1B9UIYoAAAAJ),
+[Grigoriy Ksenofontov](https://scholar.google.com/citations?user=e0mirzYAAAAJ), [Aleksei Leonov](https://scholar.google.com/citations?user=gzj9nOcAAAAJ), [Iaroslav Sergeevich Koshelev](https://scholar.google.com/citations?user=gmaJRL4AAAAJ), [Alexander Korotin](https://scholar.google.ru/citations?user=1rIIvjAAAAAJ)
 
-[![arXiv Paper](https://img.shields.io/badge/arXiv-2502.01416-b31b1b)](https://arxiv.org/abs/2509.23348)
+[![arXiv Paper](https://img.shields.io/badge/arXiv-2509.23348-b31b1b)](https://arxiv.org/abs/2509.23348)
 [![OpenReview Paper](https://img.shields.io/badge/OpenReview-PDF-8c1b13)](https://openreview.net/forum?id=XcPDT615Gd)~
 [![GitHub](https://img.shields.io/github/stars/gregkseno/catsbench?style=social)](https://github.com/gregkseno/catsbench)
 [![Hugging Face Model](https://img.shields.io/badge/🤗%20Hugging%20Face-view-green)](https://huggingface.co/gregkseno/catsbench)
@@ -13,9 +19,7 @@
 
 </div>
 
-This repository contains the benchmark checkpoints associated with the paper *"Entering the Era of Discrete Diffusion Models: A Benchmark for Schrödinger Bridges and Entropic Optimal Transport"*, accepted at **ICLR 2026**.
-
-<!-- ![teaser](./images/teaser.png) -->
+This repository contains the benchmark checkpoints associated with the paper ["Entering the Era of Discrete Diffusion Models: A Benchmark for Schrödinger Bridges and Entropic Optimal Transport"](https://huggingface.co/papers/2509.23348), accepted at **ICLR 2026**.
 
 ## 📦 CatSBench (Package)
 
@@ -86,4 +90,4 @@ x_end = bench.sample(x_start)    # [B=32, D=2]
 
 - [Comet ML](https://www.comet.com) — experiment-tracking and visualization toolkit;
 - [Inkscape](https://inkscape.org/) — an excellent open-source editor for vector graphics;
-- [Hydra/Lightning template](https://github.com/ashleve/lightning-hydra-template) — project template used as a starting point.
+- [Hydra/Lightning template](https://github.com/ashleve/lightning-hydra-template) — project template used as a starting point.