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Binger Chen, Tacettin Emre Bök, Behnood Rasti, Volker Markl, Begüm Demir
Foundation Model Selection for Remote Sensing via a Constraint-Aware Agent
Robert P. Schiller, Christoph Weisser, Klaus-Robert Müller, Christian Ochsenfeld, Parastoo Semnani
TAME: Element-wise Mixture-of-Experts Fusion for Reliable and Interpretable Molecular Property Prediction
Franciszek Bernat, Dawid Płudowski, Michał Jan Włodarczyk, Luca Longo, Jianlong Zhou, Andreas Holzinger, Riccardo Guidotti, Wojciech Samek, Przemysław Biecek
Modelpedia: A Catalog of Model Findings for the Meta-Science of AI
Tristan Lazard, Kenza Bouzid, Julius Hense, Shruthi Bannur, Daniel Coelho de Castro, Daniel Shao, Rajesh Jena, Drew Williamson, Stephanie Hyland
Sparse concept attribution for histomorphological hypothesis generation from whole-slide classifiers
Nora Koreuber, Claudia Winklmayr, Jim Berend, Wojciech Samek, Dagmar Kainmüller
A review of vision transformer explainability: Methods, evaluation, and future research directions
Lennart Behme, Emil Badura, Leonard Geißler, Matthias Böhm, Ziawasch Abedjan, Volker Markl
FedAugment: Table Augmentation Search over Decentralized Data Repositories
Roshan Prakash Rane, Marco Simnacher, Manuel Pfeuffer, Marc-Andre Schulz, Nys Tjade Siegel, Maximilian Dreyer, Frederik Pahde, Wojciech Samek, Sonja Greven, Kerstin Ritter et al.
ICON Decomposition: Auditing Deep Neural Networks with Multivariate Variance-based Concept-level Explanations
Binger Chen, Haralampos Gavriilidis, Luca Gaedicke, Tacettin Emre Bök, Matthias Boehm, Ziawasch Abedjan, Begüm Demir, Volker Markl
Demonstrating EarthLake: A Model Lake System for Earth Observation Foundation Model Management
Fedor Turchenko, Runjie Zhang, Binger Chen, Matthias Boehm, Babak Salimi, Amir Shaikhha, Ziawasch Abedjan
Matryoshka: Uncovering Relevant Features in Data Lakes to Enhance Machine Learning Applications
Olga Ovcharenko, Luciano Duarte, Sebastian Schelter