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Axiomatic Attribution for Deep Networks

4 March 2017

Ankur Taly

Papers citing "Axiomatic Attribution for Deep Networks"

50 / 2,871 papers shown

Title
Counterfactual Explanation Based on Gradual Construction for Deep Networks Hong G Jung Sin-Han Kang Hee-Dong Kim Dong-Ok Won Seong-Whan Lee OOD FAtt 94 24 0 05 Aug 2020
Explainable Predictive Process Monitoring Musabir Musabayli F. Maggi Williams Rizzi Josep Carmona Chiara Di Francescomarino 75 61 0 04 Aug 2020
A Causal Lens for Peeking into Black Box Predictive Models: Predictive Model Interpretation via Causal Attribution A. Khademi Vasant Honavar CML 44 9 0 01 Aug 2020
On the Generalizability of Neural Program Models with respect to Semantic-Preserving Program Transformations Md Rafiqul Islam Rabin Nghi D. Q. Bui Ke Wang Yijun Yu Lingxiao Jiang Mohammad Amin Alipour 154 90 0 31 Jul 2020
The role of explainability in creating trustworthy artificial intelligence for health care: a comprehensive survey of the terminology, design choices, and evaluation strategies A. Markus J. Kors P. Rijnbeek 91 472 0 31 Jul 2020
Supervised Machine Learning Techniques: An Overview with Applications to Banking Linwei Hu Jie Chen J. Vaughan Hanyu Yang Kelly Wang Agus Sudjianto V. Nair 52 23 0 28 Jul 2020
Reachable Sets of Classifiers and Regression Models: (Non-)Robustness Analysis and Robust Training Anna-Kathrin Kopetzki Stephan Günnemann 59 4 0 28 Jul 2020
The MAMe Dataset: On the relevance of High Resolution and Variable Shape image properties Ferran Parés Anna Arias-Duart Dario Garcia-Gasulla Gema Campo-Francés Nina Viladrich Eduard Ayguadé Jesús Labarta 41 6 0 27 Jul 2020
Are Visual Explanations Useful? A Case Study in Model-in-the-Loop Prediction Eric Chu D. Roy Jacob Andreas FAtt LRM 81 71 0 23 Jul 2020
Rethinking CNN Models for Audio Classification Kamalesh Palanisamy Dipika Singhania Angela Yao SSL 83 146 0 22 Jul 2020
Pattern-Guided Integrated Gradients Robert Schwarzenberg Steffen Castle 66 1 0 21 Jul 2020
Melody: Generating and Visualizing Machine Learning Model Summary to Understand Data and Classifiers Together G. Chan E. Bertini L. G. Nonato Brian Barr Claudio T. Silva 40 17 0 21 Jul 2020
Fairwashing Explanations with Off-Manifold Detergent Christopher J. Anders Plamen Pasliev Ann-Kathrin Dombrowski K. Müller Pan Kessel FAtt FaML 66 97 0 20 Jul 2020
Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care Unit Emma Rocheteau Pietro Lio Stephanie L. Hyland OOD 51 60 0 18 Jul 2020
Explanation-Guided Training for Cross-Domain Few-Shot Classification Jiamei Sun Sebastian Lapuschkin Wojciech Samek Yunqing Zhao Ngai-Man Cheung Alexander Binder 74 90 0 17 Jul 2020
Understanding and Diagnosing Vulnerability under Adversarial Attacks Haizhong Zheng Ziqi Zhang Honglak Lee A. Prakash FAtt AAML 76 6 0 17 Jul 2020
Modern Hopfield Networks and Attention for Immune Repertoire Classification Michael Widrich Bernhard Schafl Hubert Ramsauer Milena Pavlović Lukas Gruber ... Johannes Brandstetter G. K. Sandve Victor Greiff Sepp Hochreiter Günter Klambauer 243 119 0 16 Jul 2020
Deep Learning in Protein Structural Modeling and Design Wenhao Gao S. Mahajan Jeremias Sulam Jeffrey J. Gray 89 161 0 16 Jul 2020
Learning Invariances for Interpretability using Supervised VAE An-phi Nguyen María Rodríguez Martínez DRL 35 2 0 15 Jul 2020
On quantitative aspects of model interpretability An-phi Nguyen María Rodríguez Martínez 73 115 0 15 Jul 2020
Concept Learners for Few-Shot Learning Kaidi Cao Maria Brbic J. Leskovec VLM OffRL 92 4 0 14 Jul 2020
Towards causal benchmarking of bias in face analysis algorithms Guha Balakrishnan Yuanjun Xiong Wei Xia Pietro Perona CVBM 77 90 0 13 Jul 2020
A simple defense against adversarial attacks on heatmap explanations Laura Rieger Lars Kai Hansen FAtt AAML 100 37 0 13 Jul 2020
Monitoring and explainability of models in production Janis Klaise A. V. Looveren Clive Cox G. Vacanti Alexandru Coca 116 49 0 13 Jul 2020
Exclusion and Inclusion -- A model agnostic approach to feature importance in DNNs S. Maji Arijit Ghosh Chowdhury Raghav Bali Vamsi M Bhandaru 32 2 0 13 Jul 2020
Interpretable, Multidimensional, Multimodal Anomaly Detection with Negative Sampling for Detection of Device Failure John Sipple 58 55 0 12 Jul 2020
Usefulness of interpretability methods to explain deep learning based plant stress phenotyping Koushik Nagasubramanian Asheesh K. Singh Arti Singh Soumik Sarkar Baskar Ganapathysubramanian FAtt 36 16 0 11 Jul 2020
Fast Real-time Counterfactual Explanations Yunxia Zhao 68 15 0 11 Jul 2020
Scientific Discovery by Generating Counterfactuals using Image Translation Arunachalam Narayanaswamy Subhashini Venugopalan D. Webster L. Peng G. Corrado ... Abigail E. Huang Siva Balasubramanian Michael P. Brenner Phil Q. Nelson A. Varadarajan DiffM MedIm 134 21 0 10 Jul 2020
Concept Bottleneck Models Pang Wei Koh Thao Nguyen Y. S. Tang Stephen Mussmann Emma Pierson Been Kim Percy Liang 126 836 0 09 Jul 2020
PointMask: Towards Interpretable and Bias-Resilient Point Cloud Processing Saeid Asgari Taghanaki Kaveh Hassani P. Jayaraman Amir Hosein Khas Ahmadi Tonya Custis 3DPC 54 8 0 09 Jul 2020
Evaluation for Weakly Supervised Object Localization: Protocol, Metrics, and Datasets Junsuk Choe Seong Joon Oh Sanghyuk Chun Seungho Lee Zeynep Akata Hyunjung Shim WSOL 460 25 0 08 Jul 2020
An exploration of the influence of path choice in game-theoretic attribution algorithms Geoff Ward S. Kamkar Jay Budzik TDI FAtt 28 1 0 08 Jul 2020
Human Trajectory Forecasting in Crowds: A Deep Learning Perspective Parth Kothari S. Kreiss Alexandre Alahi HAI AI4TS 102 242 0 07 Jul 2020
ProtoryNet - Interpretable Text Classification Via Prototype Trajectories Dat Hong Tong Wang Stephen S. Baek AI4TS 59 0 0 03 Jul 2020
Explainable Deep One-Class Classification Philipp Liznerski Lukas Ruff Robert A. Vandermeulen Billy Joe Franks Marius Kloft Klaus-Robert Muller 101 199 0 03 Jul 2020
Drug discovery with explainable artificial intelligence José Jiménez-Luna F. Grisoni G. Schneider 195 645 0 01 Jul 2020
Scaling Symbolic Methods using Gradients for Neural Model Explanation Subham S. Sahoo Subhashini Venugopalan Li Li Rishabh Singh Patrick F. Riley FAtt 107 8 0 29 Jun 2020
Interpretable and Trustworthy Deepfake Detection via Dynamic Prototypes Loc Trinh Michael Tsang Sirisha Rambhatla Yan Liu 20 6 0 28 Jun 2020
Causality Learning: A New Perspective for Interpretable Machine Learning Guandong Xu Tri Dung Duong Q. Li S. Liu Xianzhi Wang XAI OOD CML 62 53 0 27 Jun 2020
BERTology Meets Biology: Interpreting Attention in Protein Language Models Jesse Vig Ali Madani Lav Varshney Caiming Xiong R. Socher Nazneen Rajani 119 295 0 26 Jun 2020
Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance Gagan Bansal Tongshuang Wu Joyce Zhou Raymond Fok Besmira Nushi Ece Kamar Marco Tulio Ribeiro Daniel S. Weld 144 607 0 26 Jun 2020
Proper Network Interpretability Helps Adversarial Robustness in Classification Akhilan Boopathy Sijia Liu Gaoyuan Zhang Cynthia Liu Pin-Yu Chen Shiyu Chang Luca Daniel AAML FAtt 132 66 0 26 Jun 2020
Generative causal explanations of black-box classifiers Matthew R. O’Shaughnessy Gregory H. Canal Marissa Connor Mark A. Davenport Christopher Rozell CML 103 73 0 24 Jun 2020
Gaining Insight into SARS-CoV-2 Infection and COVID-19 Severity Using Self-supervised Edge Features and Graph Neural Networks Arijit Sehanobish N. Ravindra David van Dijk SSL 45 16 0 23 Jun 2020
Feature Interaction Interpretability: A Case for Explaining Ad-Recommendation Systems via Neural Interaction Detection Michael Tsang Dehua Cheng Hanpeng Liu Xuening Feng Eric Zhou Yan Liu FAtt 85 60 0 19 Jun 2020
How does this interaction affect me? Interpretable attribution for feature interactions Michael Tsang Sirisha Rambhatla Yan Liu FAtt 75 88 0 19 Jun 2020
Modeling Subjective Assessments of Guilt in Newspaper Crime Narratives Elisa Kreiss Zijian Wang Christopher Potts 23 1 0 17 Jun 2020
Model Explanations with Differential Privacy Neel Patel Reza Shokri Yair Zick SILM FedML 143 32 0 16 Jun 2020
High Dimensional Model Explanations: an Axiomatic Approach Neel Patel Martin Strobel Yair Zick FAtt 63 20 0 16 Jun 2020