Contrastive Corpus Attribution for Explaining Representations

30 September 2022

Papers citing "Contrastive Corpus Attribution for Explaining Representations"

7 / 7 papers shown

Title
Narrowing Information Bottleneck Theory for Multimodal Image-Text Representations Interpretability Zhiyu Zhu Zhibo Jin Jiayu Zhang Nan Yang Jiahao Huang Jianlong Zhou Fang Chen 46 0 0 16 Feb 2025
Explaining Representation Learning with Perceptual Components Yavuz Yarici Kiran Kokilepersaud Mohit Prabhushankar Ghassan AlRegib SSL FAtt 29 0 0 11 Jun 2024
ConPro: Learning Severity Representation for Medical Images using Contrastive Learning and Preference Optimization Hong Nguyen H. Nguyen Melinda Y. Chang Hieu H. Pham Shrikanth Narayanan Michael Pazzani 32 0 0 29 Apr 2024
CEIR: Concept-based Explainable Image Representation Learning Yan Cui Shuhong Liu Liuzhuozheng Li Zhiyuan Yuan SSL VLM 31 3 0 17 Dec 2023
Evaluating the Robustness of Interpretability Methods through Explanation Invariance and Equivariance Jonathan Crabbé M. Schaar AAML 24 6 0 13 Apr 2023
On Completeness-aware Concept-Based Explanations in Deep Neural Networks Chih-Kuan Yeh Been Kim Sercan Ö. Arik Chun-Liang Li Tomas Pfister Pradeep Ravikumar FAtt 122 297 0 17 Oct 2019
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 298 39,217 0 01 Sep 2014