Zeynep Akata

@zeynepakata.bsky.social

Liesel Beckmann Distinguished Professor of Computer Science at Technical University of Munich and Director of the Institute for Explainable ML at Helmholtz Munich

We are looking for a postdoctoral researcher who wants to innovate at the intersection of cognitive science, neuroscience, and machine learning. 📍Munich 📅Flexible start: 10/2026–03/2027 ⏳Full consideration by 14/08/2026 💼Funded for 2 years, extension possible Discover, grow, collaborate, eat cake.

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#ICML2026 kicks off in three days! We're excited to be presenting eight papers at the main conference this year. See the thread below for each paper, plus presentation times and locations 👇 Talk to our authors if you are interested!

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This one feels special ❤️ Our group has 8 papers at ICML main track this year, and I’ll be attending ICML in Seoul — my first ICML after 10 years, a pandemic and two children. So proud of the team and excited to be back!

ExplainableML@eml-munich.bsky.social · last mo.

Happy to share that we have 8 papers accepted to #ICML2026! 🎉 Most of the authors will be traveling to Seoul, Korea 🇰🇷 — feel free to reach out and chat with them if you’re interested in the work. See the full thread below for our papers 👇

What if your CBM actually doesn’t look at attributes when it explains the classification decision? We suggest to use this dataset and method to generate realistic images with unusual attributes to stress-test explainability methods. @jessica-bader.bsky.social is at ICCV to talk to you about it!

ExplainableML@eml-munich.bsky.social · 10mo ago

1/ SUB: Benchmarking CBM Generalization via Synthetic Attribute Substitutions @jessica-bader.bsky.social , @lgirrbach.bsky.social , Stephan Alaniz, @zeynepakata.bsky.social [Paper]: arxiv.org/pdf/2507.23784 [Code]: github.com/ExplainableM... 📍Hall I #2142 🕑Oct 23, Poster Session 5

Unfortunately, our submission to #NeurIPS didn’t go through with (5,4,4,3). But because I think it’s an excellent paper, I decided to share it anyway. We show how to efficiently apply Bayesian learning in VLMs, improve calibration, and do active learning. Cool stuff! 📝 arxiv.org/abs/2412.06014

Post-hoc Probabilistic Vision-Language Models

Vision-language models (VLMs), such as CLIP and SigLIP, have found remarkable success in classification, retrieval, and generative tasks. For this, VLMs deterministically map images and text descripti...

arxiv.org

It is an honor to receive the ZukunftsWissen award from the German National Academy of the Sciences @leopoldina.org and Commerzbank-Stiftung 😊🙏🎉

Nationale Akademie der Wissenschaften Leopoldina@leopoldina.org · 11mo ago

🎉🎬 @zeynepakata.bsky.social erhält den diesjährigen „ZukunftsWissen“-Preis von Leopoldina & Commerzbank-Stiftung. Die Informatikerin @tum.de und Helmholtz_Munich spricht über ihre Forschung zur erklärbaren #KI. Zum Video auf YouTube: www.youtube.com/watch?v=ZqIH...

NeurIPS has decided to do what ICLR did: As a SAC I received the message 👇 This is wrong! If the review process cannot handle so many papers, the conference needs yo split instead of arbitrarily rejecting 400 papers.

Congratulations Karsten @confusezius.bsky.social for a wonderful PhD journey that ended with a summa cum laude 🎉 It is rare that a PhD researcher creates a paradigm shift in a research group: I am grateful for everything that I learned from you 😉 Best of luck at Google DM in Zurich!

ExplainableML@eml-munich.bsky.social · last yr.

🎓PhD Spotlight: Karsten Roth Celebrate @confusezius.bsky.social , who defended his PhD on June 24th summa cum laude! 🏁 His next stop: Google DeepMind in Zurich! Join us in celebrating Karsten's achievements and wishing him the best for his future endeavors! 🥳

I love the #eurips initiative! But to live up to its potential, it should be accepted an official #neurips conference location (similar to Mexico City) and not just an addon! Then we would save C02, rather than adding to it!!! What can we do to achieve this?

NeurIPS Europe@neuripseurope.bsky.social · last yr.

EurIPS is coming! 📣 Mark your calendar for Dec. 2-7, 2025 in Copenhagen 📅 EurIPS is a community-organized conference where you can present accepted NeurIPS 2025 papers, endorsed by @neuripsconf.bsky.social and @nordicair.bsky.social and is co-developed by @ellis.eu eurips.cc

🚨 Poster at #ICML2025! How can LLMs really keep up with the world? Come by E-2405 on July 15th (4:30–7:00pm) to check out WikiBigEdit – our new benchmark to test lifelong knowledge editing in LLMs at scale. 🔗 Real-world updates 📈 500k+ QA edits 🧠 Editing vs. RAG vs. CL

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It is a great honor to receive the ZukunftsWissen Prize 2025 from the German Academy of the Sciences @leopoldina.org with generous support of the commerzbank foundation 🎉 This achievement wouldn’t have been possible without my wonderful group @eml-munich.bsky.social @tum.de @helmholtz.de

Nationale Akademie der Wissenschaften Leopoldina@leopoldina.org · last yr.

🎉Der „ZukunftsWissen“-Preis 2025 von Leopoldina und Commerzbank-Stiftung geht an Zeynep Akata (@zeynepakata.bsky.social) @tum.de / @helmholtz.de. Die Informatikerin erhält die mit 50.000 € dotierte Auszeichnung für ihre Forschung zur erklärbaren #KI. www.leopoldina.org/presse-1/nac...

Porträt einer jungen Frau mit schulterlangen, lockigen, rötlich-blonden Haaren, hellem Teint und hellen Augen. Sie steht draußen in einem Park und lächelt leicht in die Kamera.

From classification to retrieval to generative models compositionality has been central to @shyamgopal.bsky.social‘s PhD. Congratulations to Shyam’s very successful journey 🎉 We are looking forward to his upcoming PhD defense next week in Tübingen!

ExplainableML@eml-munich.bsky.social · last yr.

🎓PhD Spotlight: Shyamgopal Karthik Celebrate @shyamgopal.bsky.social , who will defend his PhD on 23rd June! Shyam has been a PhD student @unituebingen.bsky.social since October 2021, supervised by @zeynepakata.bsky.social.

We are looking forward to Thomas Hummel‘s @hummelth.bsky.social PhD defense soon. If you are looking for experts in video action recognition or retrieval, he is to be contacted 😉

ExplainableML@eml-munich.bsky.social · last yr.

🎓PhD Spotlight: Thomas Hummel A spotlight on our one and only @hummelth.bsky.social , who will defend his PhD on 23rd June! 🎉 Thomas started his PhD in 2020 at ‪‪@unituebingen.bsky.social as part of the IMPRS-IS program under the supervision of @zeynepakata.bsky.social . 👇 His full story: