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Explainable Machine Learning
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Publications
Noise Hypernetworks: Amortizing Test-Time Compute in Diffusion Models
Luca Eyring, Shyamgopal Karthik, Alexey Dosovitskiy, Nataniel Ruiz, Zeynep Akata
Neural Information Processing Systems, NeurIPS 2025
Concept-Guided Interpretability via Neural Chunking
Shuchen Wu, Stephan Alaniz, Shyamgopal Karthik, Peter Dayan, Eric Schulz, Zeynep Akata
Neural Information Processing Systems, NeurIPS 2025
Sparse Autoencoders Learn Monosemantic Features in Vision-Language Models
Mateusz Pach, Shyamgopal Karthik, Quentin Bouniot, Serge Belongie, Zeynep Akata
Neural Information Processing Systems, NeurIPS 2025
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viktoria.schweiberger@helmholtz-munich.deOffice Tübingen
Michael Mergner
eml-sekretariat@inf.uni-tuebingen.de
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