diff --git a/_data/news.yml b/_data/news.yml
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 - date: 04-05.11.2024
   headline: Eirini, Arjun and Swati attended <a href="https://mammoth-ai.eu/project/" target="_new">MAMMoth</a> plenary meeting in Vienna, Austria.
 - date: 15.09.2024
-  headline: Our paper "TABCF - Counterfactual Explanations for Tabular Data Using a Transformer-Based VAE" (<a href="https://arxiv.org/pdf/2410.10463" target="_new">arXiv</a>)has been accepted at <a href="https://ai-finance.org/">ICAIF 2024</a>. Congrats Manolis.
+  headline: Our paper "TABCF - Counterfactual Explanations for Tabular Data Using a Transformer-Based VAE" (<a href="https://arxiv.org/pdf/2410.10463" target="_new">arXiv</a>) has been accepted at <a href="https://ai-finance.org/">ICAIF 2024</a>. Congrats Manolis.
 - date: 09-13.09.2024
   headline: Eirini, Arjun, Manolis and Siamak attended <a href="https://2024.ecmlpkdd.org" targer="_new">ECML PKDD</a> in Vilnius, Lithuania. See relevant <a href="https://www.unibw.de/aiml-en/news/aiml-at-ecmlpkdd-2024-in-vilnius-lithuania" target="_new">post</a>.
 - date: 12.09.2024
   headline: Eirini is co-organizing the 1st <a href="https://reai24.github.io/ReAI/">Workshop on Responsible AI</a> co-located with <a href="https://setn2024.cs.unipi.gr/" target="_new">SETN 2024</a> in Piraeus, Greece.
 - date: 24.07.2024
-  headline: Our paper "Transparent Neighborhood Approximation for Text Classifier Explanation by Probability-based Editing" was accepted at <a href="dsaa2024.dsaa.co">DSAA 2024</a>. Congrats Yi.
+  headline: Our paper <a href="https://ieeexplore.ieee.org/abstract/document/10722836" target="_new">"Transparent Neighborhood Approximation for Text Classifier Explanation by Probability-based Editing"</a> was accepted at <a href="dsaa2024.dsaa.co">DSAA 2024</a>. Congrats Yi.
 - date: 15-19.07.2024
   headline: Eirini (together with Evaggelia Pitoura, Panayiotis Tsaparas and Kostas Stefanidis) gave an advanced course on "Fairness and Explainability - Models, Measurements and Mitigation Techniques" at <a href="https://essai2024.di.uoa.gr/index.html">ESSAI 2024</a> in Athens.
 - date: 15.07.2024