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Yan Shu, Bin Ren, Zhitong Xiong, Danda Pani Paudel, Luc Van Gool, Begum Demir, Nicu Sebe, Paolo Rota

EarthMind: Towards Multi-Granular and Multi-Sensor Earth Observation with Large Multimodal Models

June 02, 2025
https://doi.org/10.48550/arXiv.2506.01667

Shreyas Gururaj, Lars Grüne, Wojciech Samek, Sebastian Lapuschkin, Leander Weber

Relevance-driven Input Dropout: an Explanation-guided Regularization Technique

May 27, 2025
https://doi.org/10.48550/arXiv.2505.21595

Maximilian Dreyer, Lorenz Hufe, Jim Berend, Thomas Wiegand, Sebastian Lapuschkin, Wojciech Samek

From What to How: Attributing CLIP's Latent Components Reveals Unexpected Semantic Reliance

May 26, 2025
https://arxiv.org/abs/2505.20229

Tobias Hinz, Haricharan Lakshman, Jan Stegemann, Philipp Helle, Mischa Siekmann, Karsten Suehring, Detlev Marpe, Heiko Schwarz, Christian Bartnik, Ali Atef Ibrahim Khairat Abdelhamid et al.

Scalable video coding using inter-layer prediction contribution to enhancement layer prediction

May 22, 2025
https://patents.google.com/patent/US20250168408A1/en

Patrick Kahardipraja, Reduan Achtibat, Thomas Wiegand, Wojciech Samek, Sebastian Lapuschkin

The Atlas of In-Context Learning: How Attention Heads Shape In-Context Retrieval Augmentation

May 21, 2025
https://doi.org/10.48550/arXiv.2505.15807

Tancredi Massimo Pentimalli, Simon Schallenberg, Daniel León-Periñán, Ivano Legnini, Ilan Theurillat, Gwendolin Thomas, Anastasiya Boltengagen, Sonja Fritzsche, Jose Nimo, Lukas Ruff et al.

Combining spatial transcriptomics and ECM imaging in 3D for mapping cellular interactions in the tumor microenvironment

May 21, 2025
https://www.cell.com/cell-systems/fulltext/S2405-4712(25)00094-8

Qianli Wang, Van Bach Nguyen, Nils Feldhus, Luis Felipe Villa-Arenas, Christin Seifert, Sebastian Möller, Vera Schmitt

Truth or Twist? Optimal Model Selection for Reliable Label Flipping Evaluation in LLM-based Counterfactuals

May 20, 2025
https://doi.org/10.48550/arXiv.2505.13972

Qianli Wang, Mingyang Wang, Nils Feldhus, Simon Ostermann, Yuan Cao, Hinrich Schütze, Sebastian Möller, Vera Schmitt

Through a Compressed Lens: Investigating the Impact of Quantization on LLM Explainability and Interpretability

May 20, 2025
https://doi.org/10.48550/arXiv.2505.13963