Kowal, Matthew

7 publications

ICML 2025 Archetypal SAE: Adaptive and Stable Dictionary Learning for Concept Extraction in Large Vision Models Thomas Fel, Ekdeep Singh Lubana, Jacob S. Prince, Matthew Kowal, Victor Boutin, Isabel Papadimitriou, Binxu Wang, Martin Wattenberg, Demba E. Ba, Talia Konkle

ICML 2025 Universal Sparse Autoencoders: Interpretable Cross-Model Concept Alignment Harrish Thasarathan, Julian Forsyth, Thomas Fel, Matthew Kowal, Konstantinos G. Derpanis

CVPR 2024 Understanding Video Transformers via Universal Concept Discovery Matthew Kowal, Achal Dave, Rares Ambrus, Adrien Gaidon, Konstantinos G. Derpanis, Pavel Tokmakov

CVPR 2024 Visual Concept Connectome (VCC): Open World Concept Discovery and Their Interlayer Connections in Deep Models Matthew Kowal, Richard P. Wildes, Konstantinos G. Derpanis

CVPR 2022 A Deeper Dive into What Deep Spatiotemporal Networks Encode: Quantifying Static vs. Dynamic Information Matthew Kowal, Mennatullah Siam, Md Amirul Islam, Neil D. B. Bruce, Richard P. Wildes, Konstantinos G. Derpanis

ICCV 2021 Global Pooling, More than Meets the Eye: Position Information Is Encoded Channel-Wise in CNNs Md Amirul Islam, Matthew Kowal, Sen Jia, Konstantinos G. Derpanis, Neil D. B. Bruce

ICLR 2021 Shape or Texture: Understanding Discriminative Features in CNNs Md Amirul Islam, Matthew Kowal, Patrick Esser, Sen Jia, Björn Ommer, Konstantinos G. Derpanis, Neil Bruce