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Reposted by Quality AI Labs Berlin

Stefan Haufe @sparsity.bsky.social · 13/02/2026

I am happy to announce the successful PhD defense of now Dr. rer. nat. Rick Wilming at TU Berlin, which he passed with distinction (summa cum laude) with this thesis on "Explainable AI under Scrutiny: From Empirical Investigations to Analytical Insights". See: www.linkedin.com/posts/stefan...

linkedin.com

I am happy to announce the successful PhD defense of now Dr. rer. nat. Rick Wilming at TU Berlin, which he passed with distinction (summa cum laude). In his thesis entitled "Explainable AI under...

I am happy to announce the successful PhD defense of now Dr. rer. nat. Rick Wilming at TU Berlin, which he passed with distinction (summa cum laude). In his thesis entitled "Explainable AI under Scru...

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Reposted by Quality AI Labs Berlin

Stefan Haufe @sparsity.bsky.social · 13/02/2026

XAI techniques have been proposed as tools to "debug" machine learning models by revealing what they have learned. Challenging this narrative, we find that XAI attributions are strongly dominated by salient features independent of the role of these features for a model. See: tinyurl.com/48m4axnv

linkedin.com

Explainable AI techniques have been proposed as tools to "debug" machine learning models. In a popular example, authors discovered a photographer's watermark when applying XAI in an ima...

Explainable AI techniques have been proposed as tools to "debug" machine learning models. In a popular example, authors discovered a photographer's watermark when applying XAI in an image classificat...

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Reposted by Quality AI Labs Berlin

Stefan Haufe @sparsity.bsky.social · 12/11/2025

I am delighted to share our NeurIPS paper "Correcting misinterpretations of additive models" [1, 2] to be presented by Benny Clark in San Diego. [1] openreview.net/pdf?id=2ClM0... [2] recorder-v3.slideslive.com?share=107448...

openreview.net

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Reposted by Quality AI Labs Berlin

Stefan Haufe @sparsity.bsky.social · 21/08/2025

Very useful software not only for neuroscientists provided by @tsbinns.com . Bispectral analyses allow robust determination of transmission delays, phase-amplitude coupling and quantification of non-sinusoidality of oscillations. See also our methods preprints: lnkd.in/gSsrqYpX lnkd.in/gCaXDggK

lnkd.in

This link will take you to a page that’s not on LinkedIn

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Reposted by Quality AI Labs Berlin

Thomas S. Binns @tsbinns.com · 18/02/2025

Excited to have my PhD project paper exploring the network mechanisms of neuromodulation accepted for publication! We show how deep brain stimulation and medication exert a shared modulation of motor network synchrony in Parkinson's disease.

Schematic summary of therapeutic effects of dopamine and deep brain stimulation (DBS) across spatial, spectral, and temporal scales in Parkinson's disease.

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Reposted by Quality AI Labs Berlin

Stefan Haufe @sparsity.bsky.social · 24/09/2024

Happy to share our perspective preprint on the state of explainable AI. XAI needs to shift from algorithm- to problem-driven development to make sure methods can serve meaningful purposes. We are looking forward to discuss, here or on alphaxiv.org/abs/2409.14590 .

alphaxiv.org

Explainable AI needs formal notions of explanation correctness | alphaXiv

The use of machine learning (ML) in critical domains such as medicine poses risks and requires regulation. One requirement is that decisions of ML systems in high-risk applications should be human-und...

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Quality AI Labs Berlin @qailabs.bsky.social · 15/04/2024

#NeuralTraces2024 at PTB Berlin concluded after three intense days. It was great to meet this high-flying crowd of researchers and to bring advanced M/EEG processing methods and their clinical applications a bit closer together. Thanks to all who participated!

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Quality AI Labs Berlin @qailabs.bsky.social · 08/04/2024

We are excited to be kicking off #NeuralTraces2024 tomorrow! Participants can keep up to date by checking in on neuraltraces2024.org as well as the Indico platform. Note that we also offer late and single-day on-site admissions!

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Quality AI Labs Berlin @qailabs.bsky.social · 07/03/2024

One day left to register for Neural Traces 2024! neuraltraces2024.org/registration...

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Quality AI Labs Berlin @qailabs.bsky.social · 06/03/2024

Two! neuraltraces2024.org/registration...

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Quality AI Labs Berlin @qailabs.bsky.social · 04/03/2024

Four more days to register for Neural Traces 2024 in Berlin!

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Quality AI Labs Berlin @qailabs.bsky.social · 20/02/2024

General participant registration for Neural Traces 2024 is closing on March 8th! Secure your spot under t.co/uhWavR49ft .

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Quality AI Labs Berlin @qailabs.bsky.social · 07/02/2024

Registration for Neural Traces 2024 has started! We warmly invite you to secure your participation in our M/EEG methods and clinical applications workshop taking place in Berlin April 10-12. Details: neuraltraces2024.org/registration...

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Quality AI Labs Berlin @qailabs.bsky.social · 15/01/2024

We are excited to see a lot of great work being submitted to Neural Traces 2024 (neuraltraces2024.org/submission.h...) but also realize that some authors may be under pressure to submit in time. Therefore, we extended the abstract deadline one last time to Friday Jan 19, 9:00am CET.

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Quality AI Labs Berlin @qailabs.bsky.social · 09/01/2024

Note that we encourage submissions describing work-in-progress or planned studies!

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Quality AI Labs Berlin @qailabs.bsky.social · 03/01/2024

The abstract submission deadline for our M/EEG workshop Neural Traces 2024 has been extended to January 16. Please have a look at neuraltraces2024.org for details on the submisission and a tentative list of speakers. We would love to welcome you in Berlin in April 2024!

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Quality AI Labs Berlin @qailabs.bsky.social · 03/12/2023

Big News! Extended Abstract submission for our M/EEG workshop Neural Traces 2024 has started. Please have a look at neuraltraces2024.org for details on the submisission and a tentative list of speakers. We would love to welcome you in Berlin in April 2024!

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Stefan Haufe @sparsity.bsky.social · 31/10/2023

Check out our lab‘s new preprint on detecting genuine across-site phase-amplitude coupling from mixed electrophysiological recordings! Thread on Twitter: x.com/pellegrini_f...

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