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Wojciech Samek

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Explain to Question not to Justify

Feb 21, 2024
Przemyslaw Biecek, Wojciech Samek

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DualView: Data Attribution from the Dual Perspective

Feb 19, 2024
Galip Ümit Yolcu, Thomas Wiegand, Wojciech Samek, Sebastian Lapuschkin

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AttnLRP: Attention-Aware Layer-wise Relevance Propagation for Transformers

Feb 08, 2024
Reduan Achtibat, Sayed Mohammad Vakilzadeh Hatefi, Maximilian Dreyer, Aakriti Jain, Thomas Wiegand, Sebastian Lapuschkin, Wojciech Samek

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Explaining Predictive Uncertainty by Exposing Second-Order Effects

Jan 30, 2024
Florian Bley, Sebastian Lapuschkin, Wojciech Samek, Grégoire Montavon

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Understanding the (Extra-)Ordinary: Validating Deep Model Decisions with Prototypical Concept-based Explanations

Nov 28, 2023
Maximilian Dreyer, Reduan Achtibat, Wojciech Samek, Sebastian Lapuschkin

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DMLR: Data-centric Machine Learning Research -- Past, Present and Future

Nov 21, 2023
Luis Oala, Manil Maskey, Lilith Bat-Leah, Alicia Parrish, Nezihe Merve Gürel, Tzu-Sheng Kuo, Yang Liu, Rotem Dror, Danilo Brajovic, Xiaozhe Yao, Max Bartolo, William A Gaviria Rojas, Ryan Hileman, Rainier Aliment, Michael W. Mahoney, Meg Risdal, Matthew Lease, Wojciech Samek, Debojyoti Dutta, Curtis G Northcutt, Cody Coleman, Braden Hancock, Bernard Koch, Girmaw Abebe Tadesse, Bojan Karlaš, Ahmed Alaa, Adji Bousso Dieng, Natasha Noy, Vijay Janapa Reddi, James Zou, Praveen Paritosh, Mihaela van der Schaar, Kurt Bollacker, Lora Aroyo, Ce Zhang, Joaquin Vanschoren, Isabelle Guyon, Peter Mattson

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Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions

Oct 30, 2023
Luca Longo, Mario Brcic, Federico Cabitza, Jaesik Choi, Roberto Confalonieri, Javier Del Ser, Riccardo Guidotti, Yoichi Hayashi, Francisco Herrera, Andreas Holzinger, Richard Jiang, Hassan Khosravi, Freddy Lecue, Gianclaudio Malgieri, Andrés Páez, Wojciech Samek, Johannes Schneider, Timo Speith, Simone Stumpf

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Generative Fractional Diffusion Models

Oct 26, 2023
Gabriel Nobis, Marco Aversa, Maximilian Springenberg, Michael Detzel, Stefano Ermon, Shinichi Nakajima, Roderick Murray-Smith, Sebastian Lapuschkin, Christoph Knochenhauer, Luis Oala, Wojciech Samek

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Human-Centered Evaluation of XAI Methods

Oct 16, 2023
Karam Dawoud, Wojciech Samek, Peter Eisert, Sebastian Lapuschkin, Sebastian Bosse

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