Poster "interpretability methods" Papers

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$\text{I}^2\text{AM}$: Interpreting Image-to-Image Latent Diffusion Models via Bi-Attribution Maps

Junseo Park, Hyeryung Jang

Concept-Guided Interpretability via Neural Chunking

Shuchen Wu, Stephan Alaniz, Shyamgopal Karthik et al.

NEURIPS 2025arXiv:2505.11576

GCAV: A Global Concept Activation Vector Framework for Cross-Layer Consistency in Interpretability

Zhenghao He, Sanchit Sinha, Guangzhi Xiong et al.

ICCV 2025arXiv:2508.21197

Layer-Wise Modality Decomposition for Interpretable Multimodal Sensor Fusion

Jaehyun Park, Konyul Park, Daehun Kim et al.

NEURIPS 2025arXiv:2511.00859

Residual Stream Analysis with Multi-Layer SAEs

Tim Lawson, Lucy Farnik, Conor Houghton et al.

ICLR 2025arXiv:2409.04185

Listenable Maps for Audio Classifiers

Francesco Paissan, Mirco Ravanelli, Cem Subakan

ICML 2024arXiv:2403.13086

SPADE: Sparsity-Guided Debugging for Deep Neural Networks

Arshia Soltani Moakhar, Eugenia Iofinova, Elias Frantar et al.

ICML 2024arXiv:2310.04519