Alert button
Picture for Wojciech Samek

Wojciech Samek

Alert button

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

Viaarxiv icon

Explaining Predictive Uncertainty by Exposing Second-Order Effects

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

Viaarxiv icon

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

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

Viaarxiv icon

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

Viaarxiv icon

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

Viaarxiv icon

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

Viaarxiv icon

Human-Centered Evaluation of XAI Methods

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

Figure 1 for Human-Centered Evaluation of XAI Methods
Figure 2 for Human-Centered Evaluation of XAI Methods
Figure 3 for Human-Centered Evaluation of XAI Methods
Figure 4 for Human-Centered Evaluation of XAI Methods
Viaarxiv icon

Layer-wise Feedback Propagation

Aug 23, 2023
Leander Weber, Jim Berend, Alexander Binder, Thomas Wiegand, Wojciech Samek, Sebastian Lapuschkin

Figure 1 for Layer-wise Feedback Propagation
Figure 2 for Layer-wise Feedback Propagation
Figure 3 for Layer-wise Feedback Propagation
Figure 4 for Layer-wise Feedback Propagation
Viaarxiv icon

From Hope to Safety: Unlearning Biases of Deep Models by Enforcing the Right Reasons in Latent Space

Aug 18, 2023
Maximilian Dreyer, Frederik Pahde, Christopher J. Anders, Wojciech Samek, Sebastian Lapuschkin

Figure 1 for From Hope to Safety: Unlearning Biases of Deep Models by Enforcing the Right Reasons in Latent Space
Figure 2 for From Hope to Safety: Unlearning Biases of Deep Models by Enforcing the Right Reasons in Latent Space
Figure 3 for From Hope to Safety: Unlearning Biases of Deep Models by Enforcing the Right Reasons in Latent Space
Figure 4 for From Hope to Safety: Unlearning Biases of Deep Models by Enforcing the Right Reasons in Latent Space
Viaarxiv icon