2025 "neural network interpretability" Papers

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From Flat to Hierarchical: Extracting Sparse Representations with Matching Pursuit

Valérie Costa, Thomas Fel, Ekdeep S Lubana et al.

NeurIPS 2025posterarXiv:2506.03093
10
citations

Inner Information Analysis Algorithm for Deep Neural Network based on Community

Guipeng Lan, Shuai Xiao, Meng Xi et al.

ICLR 2025poster
2
citations

Interpreting Emergent Features in Deep Learning-based Side-channel Analysis

Sengim Karayalcin, Marina Krček, Stjepan Picek

NeurIPS 2025posterarXiv:2502.00384

The Computational Complexity of Circuit Discovery for Inner Interpretability

Federico Adolfi, Martina G. Vilas, Todd Wareham

ICLR 2025posterarXiv:2410.08025
11
citations

VITAL: More Understandable Feature Visualization through Distribution Alignment and Relevant Information Flow

Ada Görgün, Bernt Schiele, Jonas Fischer

ICCV 2025posterarXiv:2503.22399
1
citations