PPaperPicks

Wojciech Samek

Technical University of Berlin, Germany

22 papers at tracked venues · 14 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-6283-3265 ↗Google Scholar ↗Homepage ↗

Venues

NeurIPS ×4ECCV ×3ACL ×2CVPR ×2ICCV ×2ICML ×2MICCAI ×2AAAI ×1CIKM ×1ECAI ×1ICLR ×1WACV ×1

Frequent coauthors

Sebastian Lapuschkin
×11
Maximilian Dreyer
×6
Thomas Wiegand
×5
Maximilian Andreas Hoefler
×4
Karsten Müller
×4
Frederik Pahde
×4
Reduan Achtibat
×4
Simon Baur
×2
Jackie Ma
×2
Dilyara Bareeva
×2
Aakriti Jain
×2
Patrick Kahardipraja
×2

Papers

  1. From Weights to Activations: Is Steering the Next Frontier of Adaptation?
    ACL 2026 ·
    Simon Ostermann
    ,
    Daniil Gurgurov
    ,
    Tanja Baeumel
    ,
    Michael A. Hedderich
    ,
    Sebastian Lapuschkin
    , Wojciech Samek,
    Vera Schmitt
  2. Leveraging Sparsity for Privacy in Collaborative Inference
    WACV 2026 ·
    Maximilian Andreas Hoefler
    ,
    Karsten Müller
    , Wojciech Samek
  3. Benchmarking Uncertainty and Its Disentanglement in Multi-label Chest X-Ray Classification
    MICCAI 2025 ·
    Simon Baur
    , Wojciech Samek,
    Jackie Ma
  4. Beyond Scalars: Concept-Based Alignment Analysis in Vision Transformers
    NeurIPS 2025 ·
    Johanna Vielhaben
    ,
    Dilyara Bareeva
    ,
    Jim Berend
    , Wojciech Samek,
    Nils Strodthoff
  5. FADE: Why Bad Descriptions Happen to Good Features
    ACL 2025 ·
    Bruno Puri
    ,
    Aakriti Jain
    ,
    Elena Golimblevskaia
    ,
    Patrick Kahardipraja
    ,
    Thomas Wiegand
    , Wojciech Samek,
    Sebastian Lapuschkin
  6. FedXDS: Leveraging Model Attribution Methods to Counteract Data Heterogeneity in Federated Learning
    ICCV 2025 ·
    Maximilian Andreas Hoefler
    ,
    Karsten Müller
    , Wojciech Samek
  7. Fractional Diffusion Bridge Models
    NeurIPS 2025 ·
    Gabriel Nobis
    ,
    Maximilian Springenberg
    ,
    Arina Belova
    ,
    Rembert Daems
    ,
    Christoph Knochenhauer
    ,
    Manfred Opper
    ,
    Tolga Birdal
    , Wojciech Samek
  8. Guided Active Learning for Medical Image Segmentation
    MICCAI 2025 ·
    Bernhard Föllmer
    ,
    Vladimir Serafimoski
    ,
    Kenrick Schulze
    ,
    Federico Biavati
    ,
    Sebastian Stober
    , Wojciech Samek,
    Marc Dewey
  9. Human-Centric AI: From Explainability and Trustworthiness to Actionable Ethics
    CIKM 2025 ·
    Jaesik Choi
    ,
    Bohyung Han
    ,
    Myoung-Wan Koo
    ,
    Kyungman Bae
    ,
    Chang D. Yoo
    ,
    Simon S. Woo
    , Wojciech Samek
  10. Model Science: Getting Serious About Verification, Explanation and Control of AI Systems
    ECAI 2025 ·
    Przemyslaw Biecek
    , Wojciech Samek
  11. Navigating Neural Space: Revisiting Concept Activation Vectors to Overcome Directional Divergence
    ICLR 2025 ·
    Frederik Pahde
    ,
    Maximilian Dreyer
    ,
    Moritz Weckbecker
    ,
    Leander Weber
    ,
    Christopher J. Anders
    ,
    Thomas Wiegand
    , Wojciech Samek,
    Sebastian Lapuschkin
  12. Relevance-Guided Activation Sparsification for Bandwidth-Efficient Collaborative Inference
    ICCV 2025 ·
    Maximilian Andreas Hoefler
    ,
    Daniel Becking
    ,
    Karsten Müller
    ,
    Detlev Marpe
    , Wojciech Samek
  13. The Atlas of In-Context Learning: How Attention Heads Shape In-Context Retrieval Augmentation
    NeurIPS 2025 ·
    Patrick Kahardipraja
    ,
    Reduan Achtibat
    ,
    Thomas Wiegand
    , Wojciech Samek,
    Sebastian Lapuschkin
  14. AttnLRP: Attention-Aware Layer-Wise Relevance Propagation for Transformers
    ICML 2024 ·
    Reduan Achtibat
    ,
    Sayed Mohammad Vakilzadeh Hatefi
    ,
    Maximilian Dreyer
    ,
    Aakriti Jain
    ,
    Thomas Wiegand
    ,
    Sebastian Lapuschkin
    , Wojciech Samek
  15. From Hope to Safety: Unlearning Biases of Deep Models via Gradient Penalization in Latent Space
    AAAI 2024 ·
    Maximilian Dreyer
    ,
    Frederik Pahde
    ,
    Christopher J. Anders
    , Wojciech Samek,
    Sebastian Lapuschkin
  16. Generative Fractional Diffusion Models
    NeurIPS 2024 ·
    Gabriel Nobis
    ,
    Maximilian Springenberg
    ,
    Marco Aversa
    ,
    Michael Detzel
    ,
    Rembert Daems
    ,
    Roderick Murray-Smith
    ,
    Shinichi Nakajima
    ,
    Sebastian Lapuschkin
    ,
    Stefano Ermon
    ,
    Tolga Birdal
    ,
    Manfred Opper
    ,
    Christoph Knochenhauer
    ,
    Luis Oala
    , Wojciech Samek
  17. Position: Explain to Question not to Justify
    ICML 2024 ·
    Przemyslaw Biecek
    , Wojciech Samek
  18. Pruning by Explaining Revisited: Optimizing Attribution Methods to Prune CNNs and Transformers
    ECCV 2024 ·
    Sayed Mohammad Vakilzadeh Hatefi
    ,
    Maximilian Dreyer
    ,
    Reduan Achtibat
    ,
    Thomas Wiegand
    , Wojciech Samek,
    Sebastian Lapuschkin
  19. Reactive Model Correction: Mitigating Harm to Task-Relevant Features via Conditional Bias Suppression
    CVPR 2024 ·
    Dilyara Bareeva
    ,
    Maximilian Dreyer
    ,
    Frederik Pahde
    , Wojciech Samek,
    Sebastian Lapuschkin
  20. Synthetic Generation of Dermatoscopic Images with GAN and Closed-Form Factorization
    ECCV 2024 ·
    Rohan Reddy Mekala
    ,
    Frederik Pahde
    ,
    Simon Baur
    ,
    Sneha Chandrashekar
    ,
    Madeline Diep
    ,
    Markus Wenzel
    ,
    Eric L. Wisotzky
    ,
    Galip Ümit Yolcu
    ,
    Sebastian Lapuschkin
    ,
    Jackie Ma
    ,
    Peter Eisert
    ,
    Mikael Lindvall
    ,
    Adam A. Porter
    , Wojciech Samek
  21. Understanding the (Extra-)Ordinary: Validating Deep Model Decisions with Prototypical Concept-based Explanations
    CVPR 2024 ·
    Maximilian Dreyer
    ,
    Reduan Achtibat
    , Wojciech Samek,
    Sebastian Lapuschkin
  22. XAI-Guided Insulator Anomaly Detection for Imbalanced Datasets
    ECCV 2024 ·
    Maximilian Andreas Hoefler
    ,
    Karsten Müller
    , Wojciech Samek