Towards Robust Interpretability with Self-Explaining Neural Networks

20 June 2018

David Alvarez-Melis

Papers citing "Towards Robust Interpretability with Self-Explaining Neural Networks"

50 / 507 papers shown

Title
Enhanced Prototypical Part Network (EPPNet) For Explainable Image Classification Via Prototypes Bhushan Atote Victor Sanchez 18 0 0 08 Aug 2024
Explain via Any Concept: Concept Bottleneck Model with Open Vocabulary Concepts Andong Tan Fengtao Zhou Hao Chen VLM 24 3 0 05 Aug 2024
META-ANOVA: Screening interactions for interpretable machine learning Daniel A. Serino Marc L. Klasky Chanmoo Park Dongha Kim Yongdai Kim 30 0 0 02 Aug 2024
Revisiting the robustness of post-hoc interpretability methods Jiawen Wei Hugues Turbé G. Mengaldo AAML 39 4 0 29 Jul 2024
CoLiDR: Concept Learning using Aggregated Disentangled Representations Sanchit Sinha Guangzhi Xiong Aidong Zhang 34 0 0 27 Jul 2024
Interpretable Concept-Based Memory Reasoning David Debot Pietro Barbiero Francesco Giannini Gabriele Ciravegna Michelangelo Diligenti Giuseppe Marra LRM 31 7 0 22 Jul 2024
MAVEN-Fact: A Large-scale Event Factuality Detection Dataset Chunyang Li Hao Peng Xiaozhi Wang Y. Qi Lei Hou Bin Xu Juanzi Li HILM 35 1 0 22 Jul 2024
CoxSE: Exploring the Potential of Self-Explaining Neural Networks with Cox Proportional Hazards Model for Survival Analysis Abdallah Alabdallah Omar Hamed Mattias Ohlsson Thorsteinn Rögnvaldsson Sepideh Pashami 41 1 0 18 Jul 2024
Benchmarking the Attribution Quality of Vision Models Robin Hesse Simone Schaub-Meyer Stefan Roth FAtt 34 3 0 16 Jul 2024
Explainability of Sub-Field Level Crop Yield Prediction using Remote Sensing Hiba Najjar Miro Miranda Marlon Nuske R. Roscher A. Dengel 18 0 0 11 Jul 2024
Explainable Image Recognition via Enhanced Slot-attention Based Classifier Bowen Wang Liangzhi Li Jiahao Zhang Yuta Nakashima Hajime Nagahara OCL 44 0 0 08 Jul 2024
Restyling Unsupervised Concept Based Interpretable Networks with Generative Models Jayneel Parekh Quentin Bouniot Pavlo Mozharovskyi A. Newson Florence dÁlché-Buc SSL 63 1 0 01 Jul 2024
Axiomatization of Gradient Smoothing in Neural Networks Linjiang Zhou Xiaochuan Shi Chao Ma Zepeng Wang FAtt 26 0 0 29 Jun 2024
Self-supervised Interpretable Concept-based Models for Text Classification Francesco De Santis Philippe Bich Gabriele Ciravegna Pietro Barbiero Danilo Giordano Tania Cerquitelli 34 0 0 20 Jun 2024
Probabilistic Conceptual Explainers: Trustworthy Conceptual Explanations for Vision Foundation Models Hengyi Wang Shiwei Tan Hao Wang BDL 42 6 0 18 Jun 2024
Discovering influential text using convolutional neural networks Megan Ayers Luke Sanford Margaret E. Roberts Eddie Yang 34 0 0 14 Jun 2024
Neural Concept Binder Wolfgang Stammer Antonia Wüst David Steinmann Kristian Kersting OCL 34 4 0 14 Jun 2024
ConceptHash: Interpretable Fine-Grained Hashing via Concept Discovery Kam Woh Ng Xiatian Zhu Yi-Zhe Song Tao Xiang 37 2 0 12 Jun 2024
Applications of Explainable artificial intelligence in Earth system science Feini Huang Shijie Jiang Lu Li Yongkun Zhang Ye Zhang Ruqing Zhang Qingliang Li Danxi Li Wei Shangguan Yongjiu Dai 38 2 0 12 Jun 2024
A Concept-Based Explainability Framework for Large Multimodal Models Jayneel Parekh Pegah Khayatan Mustafa Shukor A. Newson Matthieu Cord 40 16 0 12 Jun 2024
How Interpretable Are Interpretable Graph Neural Networks? Yongqiang Chen Yatao Bian Bo Han James Cheng 49 4 0 12 Jun 2024
Attri-Net: A Globally and Locally Inherently Interpretable Model for Multi-Label Classification Using Class-Specific Counterfactuals Susu Sun S. Woerner Andreas Maier Lisa M. Koch Christian F. Baumgartner FAtt 27 1 0 08 Jun 2024
Helpful or Harmful Data? Fine-tuning-free Shapley Attribution for Explaining Language Model Predictions Jingtan Wang Xiaoqiang Lin Rui Qiao Chuan-Sheng Foo Bryan Kian Hsiang Low TDI 37 3 0 07 Jun 2024
Post-hoc Part-prototype Networks Andong Tan Fengtao Zhou Hao Chen 30 5 0 05 Jun 2024
Expected Grad-CAM: Towards gradient faithfulness Vincenzo Buono Peyman Sheikholharam Mashhadi M. Rahat Prayag Tiwari Stefan Byttner FAtt 31 1 0 03 Jun 2024
A Sim2Real Approach for Identifying Task-Relevant Properties in Interpretable Machine Learning Eura Nofshin Esther Brown Brian Lim Weiwei Pan Finale Doshi-Velez 40 0 0 31 May 2024
Weak Robust Compatibility Between Learning Algorithms and Counterfactual Explanation Generation Algorithms Ao Xu Tieru Wu 35 1 0 31 May 2024
On Generating Monolithic and Model Reconciling Explanations in Probabilistic Scenarios Stylianos Loukas Vasileiou William Yeoh Alessandro Previti Tran Cao Son 11 0 0 29 May 2024
LucidPPN: Unambiguous Prototypical Parts Network for User-centric Interpretable Computer Vision Mateusz Pach Dawid Rymarczyk K. Lewandowska Jacek Tabor Bartosz Zieliñski 34 7 0 23 May 2024
Towards a Unified Framework for Evaluating Explanations Juan D. Pinto Luc Paquette 29 1 0 22 May 2024
Why do explanations fail? A typology and discussion on failures in XAI Clara Bove Thibault Laugel Marie-Jeanne Lesot C. Tijus Marcin Detyniecki 31 2 0 22 May 2024
WISER: Weak supervISion and supErvised Representation learning to improve drug response prediction in cancer Kumar Shubham A. Jayagopal Syed Mohammed Danish AP Prathosh Vaibhav Rajan OOD 32 3 0 07 May 2024
Explainable Interface for Human-Autonomy Teaming: A Survey Xiangqi Kong Yang Xing Antonios Tsourdos Ziyue Wang Weisi Guo Adolfo Perrusquía Andreas Wikander 40 3 0 04 May 2024
A Fresh Look at Sanity Checks for Saliency Maps Anna Hedström Leander Weber Sebastian Lapuschkin Marina M.-C. Höhne FAtt LRM 42 5 0 03 May 2024
Stability of Explainable Recommendation Sairamvinay Vijayaraghavan Prasant Mohapatra AAML 38 1 0 03 May 2024
Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck Models Nishad Singhi Jae Myung Kim Karsten Roth Zeynep Akata 48 1 0 02 May 2024
A Self-explaining Neural Architecture for Generalizable Concept Learning Sanchit Sinha Guangzhi Xiong Aidong Zhang 27 1 0 01 May 2024
Rad4XCNN: a new agnostic method for post-hoc global explanation of CNN-derived features by means of radiomics Francesco Prinzi C. Militello Calogero Zarcaro T. Bartolotta Salvatore Gaglio Salvatore Vitabile 21 1 0 26 Apr 2024
T-Explainer: A Model-Agnostic Explainability Framework Based on Gradients Evandro S. Ortigossa Fábio F. Dias Brian Barr Claudio T. Silva L. G. Nonato FAtt 61 2 0 25 Apr 2024
How should AI decisions be explained? Requirements for Explanations from the Perspective of European Law Benjamin Frész Elena Dubovitskaya Danilo Brajovic Marco F. Huber Christian Horz 51 7 0 19 Apr 2024
Toward Understanding the Disagreement Problem in Neural Network Feature Attribution Niklas Koenen Marvin N. Wright FAtt 42 5 0 17 Apr 2024
Interpretability in Symbolic Regression: a benchmark of Explanatory Methods using the Feynman data set Guilherme Seidyo Imai Aldeia Fabrício Olivetti de França 34 10 0 08 Apr 2024
An Interpretable Power System Transient Stability Assessment Method with Expert Guiding Neural-Regression-Tree Hanxuan Wang Na Lu Zixuan Wang Jiacheng Liu Jun Liu 23 0 0 03 Apr 2024
Source-Aware Training Enables Knowledge Attribution in Language Models Muhammad Khalifa David Wadden Emma Strubell Honglak Lee Lu Wang Iz Beltagy Hao Peng HILM 39 14 0 01 Apr 2024
A Survey of Privacy-Preserving Model Explanations: Privacy Risks, Attacks, and Countermeasures Thanh Tam Nguyen T. T. Huynh Zhao Ren Thanh Toan Nguyen Phi Le Nguyen Hongzhi Yin Quoc Viet Hung Nguyen 65 8 0 31 Mar 2024
Neural Clustering based Visual Representation Learning Guikun Chen Xia Li Yi Yang Wenguan Wang SSL 37 8 0 26 Mar 2024
A survey on Concept-based Approaches For Model Improvement Avani Gupta P. J. Narayanan LRM 29 5 0 21 Mar 2024
Learning Decomposable and Debiased Representations via Attribute-Centric Information Bottlenecks Jinyung Hong Eunyeong Jeon Changhoon Kim Keun Hee Park Utkarsh Nath Yezhou Yang P. Turaga Theodore P. Pavlic CML 36 0 0 21 Mar 2024
Towards White Box Deep Learning Maciej Satkiewicz AAML 34 1 0 14 Mar 2024
Upper Bound of Bayesian Generalization Error in Partial Concept Bottleneck Model (CBM): Partial CBM outperforms naive CBM Naoki Hayashi Yoshihide Sawada 33 0 0 14 Mar 2024