Sparse Linear Concept Discovery Models

21 August 2023

Papers citing "Sparse Linear Concept Discovery Models"

13 / 13 papers shown

Title
IP-CRR: Information Pursuit for Interpretable Classification of Chest Radiology Reports Yuyan Ge Kwan Ho Ryan Chan Pablo Messina René Vidal 43 0 0 30 Apr 2025
Transformation of audio embeddings into interpretable, concept-based representations Alice Zhang Edison Thomaz Lie Lu 29 0 0 18 Apr 2025
Unlocking Open-Set Language Accessibility in Vision Models Fawaz Sammani Jonas Fischer Nikos Deligiannis VLM 55 0 0 14 Mar 2025
AdaCBM: An Adaptive Concept Bottleneck Model for Explainable and Accurate Diagnosis T. Chowdhury Vu Minh Hieu Phan Kewen Liao Minh Nguyen Nhat To Yutong Xie Anton Van Den Hengel Johan W. Verjans Zhibin Liao 22 1 0 04 Aug 2024
Stochastic Concept Bottleneck Models Moritz Vandenhirtz Sonia Laguna Ricards Marcinkevics Julia E. Vogt 46 9 0 27 Jun 2024
Improving Concept Alignment in Vision-Language Concept Bottleneck Models Nithish Muthuchamy Selvaraj Xiaobao Guo Bingquan Shen A. Kong Alex C. Kot VLM 46 0 0 03 May 2024
CAPE: CAM as a Probabilistic Ensemble for Enhanced DNN Interpretation T. Chowdhury Kewen Liao Vu Minh Hieu Phan Minh Nguyen Nhat To Yutong Xie Kevin Hung David Ross Anton Van Den Hengel Johan W. Verjans Zhibin Liao 17 1 0 03 Apr 2024
Interpreting CLIP with Sparse Linear Concept Embeddings (SpLiCE) Usha Bhalla Alexander X. Oesterling Suraj Srinivas Flavio du Pin Calmon Himabindu Lakkaraju 41 35 0 16 Feb 2024
CLIP-QDA: An Explainable Concept Bottleneck Model Rémi Kazmierczak Eloise Berthier Goran Frehse Gianni Franchi 19 7 0 30 Nov 2023
DISCOVER: Making Vision Networks Interpretable via Competition and Dissection Konstantinos P. Panousis S. Chatzis 27 5 0 07 Oct 2023
SPADE: Sparsity-Guided Debugging for Deep Neural Networks Arshia Soltani Moakhar Eugenia Iofinova Elias Frantar Dan Alistarh 37 1 0 06 Oct 2023
Coarse-to-Fine Concept Bottleneck Models Konstantinos P. Panousis Dino Ienco Diego Marcos 28 5 0 03 Oct 2023
Post-hoc Concept Bottleneck Models Mert Yuksekgonul Maggie Wang James Zou 145 185 0 31 May 2022