Explainable Machine Learning @ExplainableML

Institute for Explainable Machine Learning @HelmholtzMunich and Interpretable and Reliable Machine Learning group @TU_Muenchen eml-munich.de Munich, Germany Joined August 2021

Tweets

238
Followers

3K
Following

99
Likes

149

Kirill Bykov @kirill_bykov

a week ago

2 papers accepted at NeurIPS 2025 🎉 🔹 Manipulating Feature Visualizations with Gradient Slingshots 🔹 Capturing Polysemanticity with PRISM: A Multi-Concept Feature Description Framework

0 1 17 540 3

Download Image

Reward hacking is challenging when fine-tuning few-step Diffusion models. Direct fine-tuning on rewards can create artifacts that game metrics while degrading visual quality. We propose Noise Hypernetworks as a theoretically grounded solution, inspired by test-time optimization.

8 52 347 44K 286

Download Gif

Karsten Roth @confusezius

2 months ago

💫 After four PhD years on all things multimodal, pre- and post-training, I’m super excited for a new research chapter @GoogleDeepMind 🇨🇭! Biggest thanks to @zeynepakata and @OriolVinyalsML for all the guidance, support, and incredibly eventful and defining research years ♥️!

23 13 393 33K 52

Download Image

Kirill Bykov @kirill_bykov

2 months ago

Personal news: I have defended my PhD thesis “Explaining Representations in Deep Neural Networks” at TU Berlin with summa cum laude (with distinction)! From August, I’ll start a Postdoc at @TU_Muenchen in @ExplainableML group focusing on Mechanistic Interpretability ✨

5 2 38 1K 5

Download Image

Simon Roschmann @SimonRoschmann

3 months ago

How can we circumvent data scarcity in the time series domain? We propose to leverage pretrained ViTs (e.g., CLIP, DINOv2) for time series classification and outperform time series foundation models (TSFMs). 📄 Preprint: arxiv.org/abs/2506.08641 💻 Code: github.com/ExplainableML/…

5 21 63 4K 27

Download Image

Leonard Salewski @L_Salewski

3 months ago

I am very happy to announce that I successfully defended my PhD thesis with the title "Advancing Multimodal Explainability: From Visual Reasoning to In-Context Impersonation".

3 3 21 638 2

Download Image

Robin Hesse @robinhesse_

3 months ago

Got a strong XAI paper rejected from ICCV? Submit it to our ICCV eXCV Workshop today—we welcome high-quality work! 🗓️ Submissions open until June 26 AoE. 📄 Got accepted to ICCV? Congrats! Consider our non-proceedings track. #ICCV2025 @ICCVConference

3 22 29 3K 3

Download Image

Zeynep Akata @zeynepakata

3 months ago

It is a great honor to receive the ZukunftsWissen Prize 2025 from the German Academy of the Sciences @Leopoldina with generous support of the @CoBaStiftung 🎉 This achievement wouldn’t have been possible without my wonderful group @ExplainableML @TU_Muenchen @HelmholtzMunich