Understanding and Enhancing Robustness of Concept-based Models

Understanding and Enhancing Robustness of Concept-based Models

29 November 2022

Aidong Zhang

Papers citing "Understanding and Enhancing Robustness of Concept-based Models"

12 / 12 papers shown

Title
Birds look like cars: Adversarial analysis of intrinsically interpretable deep learning Hubert Baniecki P. Biecek AAML 78 0 0 11 Mar 2025
Towards Multi-dimensional Explanation Alignment for Medical Classification Lijie Hu Songning Lai Wenshuo Chen Hongru Xiao Hongbin Lin Lu Yu Jingfeng Zhang Di Wang 35 0 0 28 Oct 2024
Structural Causality-based Generalizable Concept Discovery Models Sanchit Sinha Guangzhi Xiong Aidong Zhang CML DRL 16 0 0 20 Oct 2024
CoLiDR: Concept Learning using Aggregated Disentangled Representations Sanchit Sinha Guangzhi Xiong Aidong Zhang 21 0 0 27 Jul 2024
A Self-explaining Neural Architecture for Generalizable Concept Learning Sanchit Sinha Guangzhi Xiong Aidong Zhang 27 1 0 01 May 2024
A survey on Concept-based Approaches For Model Improvement Avani Gupta P. J. Narayanan LRM 24 5 0 21 Mar 2024
Towards Modeling Uncertainties of Self-explaining Neural Networks via Conformal Prediction Wei Qian Chenxu Zhao Yangyi Li Fenglong Ma Chao Zhang Mengdi Huai UQCV 29 2 0 03 Jan 2024
Do Concept Bottleneck Models Obey Locality? Naveen Raman M. Zarlenga Juyeon Heo M. Jamnik 15 8 0 02 Jan 2024
Enhance Diffusion to Improve Robust Generalization Jianhui Sun Sanchit Sinha Aidong Zhang 24 4 0 05 Jun 2023
ExpBERT: Representation Engineering with Natural Language Explanations Shikhar Murty Pang Wei Koh Percy Liang 35 43 0 05 May 2020
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 120 293 0 17 Oct 2019
Learning Deep Representations of Fine-grained Visual Descriptions Scott E. Reed Zeynep Akata Bernt Schiele Honglak Lee OCL VLM 160 841 0 17 May 2016