2025 "interpretability methods" Papers

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Conference

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Paper Type

poster (24,624)paper (8,140)oral (1,594)spotlight (1,421)highlight (975)

Concept-Guided Interpretability via Neural Chunking

Shuchen Wu, Stephan Alaniz, Shyamgopal Karthik et al.

NeurIPS 2025posterarXiv:2505.11576

Head Pursuit: Probing Attention Specialization in Multimodal Transformers

Lorenzo Basile, Valentino Maiorca, Diego Doimo et al.

NeurIPS 2025spotlightarXiv:2510.21518
2
citations

Layer-Wise Modality Decomposition for Interpretable Multimodal Sensor Fusion

Jaehyun Park, Konyul Park, Daehun Kim et al.

NeurIPS 2025posterarXiv:2511.00859

Residual Stream Analysis with Multi-Layer SAEs

Tim Lawson, Lucy Farnik, Conor Houghton et al.

ICLR 2025posterarXiv:2409.04185
11
citations