Layer-wise Feedback Propagation. - Leander Weber; Jim Berend; Alexander Binder; Thomas Wiegand 001; Wojciech Samek; Sebastian Lapuschkin (CoRR, 2023)

Beyond Scalars: Concept-Based Alignment Analysis in Vision Transformers. - Johanna Vielhaben; Dilyara Bareeva; Jim Berend; Wojciech Samek; Nils Strodthoff (CoRR, 2024)

Efficient and Flexible Neural Network Training through Layer-wise Feedback Propagation. - Leander Weber; Jim Berend; Moritz Weckbecker; Alexander Binder; Thomas Wiegand 001; Wojciech Samek; Sebastian Lapuschkin (Trans. Mach. Learn. Res., 2025)

Mechanistic understanding and validation of large AI models with SemanticLens. - Maximilian Dreyer; Jim Berend; Tobias Labarta; Johanna Vielhaben; Thomas Wiegand 001; Sebastian Lapuschkin; Wojciech Samek (CoRR, 2025)

From What to How: Attributing CLIP's Latent Components Reveals Unexpected Semantic Reliance. - Maximilian Dreyer; Lorenz Hufe; Jim Berend; Thomas Wiegand 001; Sebastian Lapuschkin; Wojciech Samek (CoRR, 2025)