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Axiomatic Attribution for Deep Networks

4 March 2017

Ankur Taly

Papers citing "Axiomatic Attribution for Deep Networks"

50 / 2,872 papers shown

Title
Interpreting Language Models with Contrastive Explanations Kayo Yin Graham Neubig MILM 99 81 0 21 Feb 2022
Toward More Generalized Malicious URL Detection Models Yun-Da Tsai Cayon Liow Yin Sheng Siang Shou-De Lin 44 13 0 21 Feb 2022
Explaining, Evaluating and Enhancing Neural Networks' Learned Representations Marco Bertolini Djork-Arné Clevert F. Montanari FAtt 49 5 0 18 Feb 2022
Guidelines and Evaluation of Clinical Explainable AI in Medical Image Analysis Weina Jin Xiaoxiao Li M. Fatehi Ghassan Hamarneh ELM XAI 76 95 0 16 Feb 2022
TimeREISE: Time-series Randomized Evolving Input Sample Explanation Dominique Mercier Andreas Dengel Sheraz Ahmed AI4TS 53 7 0 16 Feb 2022
Don't Lie to Me! Robust and Efficient Explainability with Verified Perturbation Analysis Thomas Fel Mélanie Ducoffe David Vigouroux Rémi Cadène Mikael Capelle C. Nicodeme Thomas Serre AAML 68 42 0 15 Feb 2022
Interpreting a Machine Learning Model for Detecting Gravitational Waves M. Safarzadeh Asad Khan Eliu A. Huerta Martin Wattenberg 108 2 0 15 Feb 2022
XAI for Transformers: Better Explanations through Conservative Propagation Ameen Ali Thomas Schnake Oliver Eberle G. Montavon Klaus-Robert Muller Lior Wolf FAtt 93 96 0 15 Feb 2022
Quantus: An Explainable AI Toolkit for Responsible Evaluation of Neural Network Explanations and Beyond Anna Hedström Leander Weber Dilyara Bareeva Daniel G. Krakowczyk Franz Motzkus Wojciech Samek Sebastian Lapuschkin Marina M.-C. Höhne XAI ELM 95 179 0 14 Feb 2022
Measurably Stronger Explanation Reliability via Model Canonization Franz Motzkus Leander Weber Sebastian Lapuschkin FAtt 57 8 0 14 Feb 2022
Towards Best Practice of Interpreting Deep Learning Models for EEG-based Brain Computer Interfaces Jian Cui Liqiang Yuan Zhaoxiang Wang Ruilin Li Tianzi Jiang 34 11 0 12 Feb 2022
HaT5: Hate Language Identification using Text-to-Text Transfer Transformer Sana Sabah Sabry Tosin Adewumi Nosheen Abid Gyorgy Kovács F. Liwicki Marcus Liwicki 59 14 0 11 Feb 2022
InterpretTime: a new approach for the systematic evaluation of neural-network interpretability in time series classification Hugues Turbé Mina Bjelogrlic Christian Lovis G. Mengaldo AI4TS 49 6 0 11 Feb 2022
Towards Disentangling Information Paths with Coded ResNeXt Apostolos Avranas Marios Kountouris FAtt 53 1 0 10 Feb 2022
Locating and Editing Factual Associations in GPT Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 286 1,393 0 10 Feb 2022
Deep Learning for Computational Cytology: A Survey Hao Jiang Yanning Zhou Yi Lin R. Chan Jiangshu Liu Hao Chen 108 80 0 10 Feb 2022
Forecasting large-scale circulation regimes using deformable convolutional neural networks and global spatiotemporal climate data A. H. Nielsen Alexandros Iosifidis H. Karstoft AI4Cl AI4CE 135 7 0 10 Feb 2022
Prediction Sensitivity: Continual Audit of Counterfactual Fairness in Deployed Classifiers Krystal Maughan Ivoline C. Ngong Joseph P. Near 44 2 0 09 Feb 2022
Learning Robust Convolutional Neural Networks with Relevant Feature Focusing via Explanations Kazuki Adachi Shin'ya Yamaguchi OOD 58 0 0 09 Feb 2022
Machine Explanations and Human Understanding Chacha Chen Shi Feng Amit Sharma Chenhao Tan 107 26 0 08 Feb 2022
Time to Focus: A Comprehensive Benchmark Using Time Series Attribution Methods Dominique Mercier Jwalin Bhatt Andreas Dengel Sheraz Ahmed AI4TS 92 11 0 08 Feb 2022
Multi-Label Classification of Thoracic Diseases using Dense Convolutional Network on Chest Radiographs Dipkamal Bhusal S. Panday 73 5 0 08 Feb 2022
Investigating the fidelity of explainable artificial intelligence methods for applications of convolutional neural networks in geoscience Antonios Mamalakis E. Barnes I. Ebert‐Uphoff 92 77 0 07 Feb 2022
A Game-theoretic Understanding of Repeated Explanations in ML Models Kavita Kumari Murtuza Jadliwala Sumit Kumar Jha U. Oklahoma FAtt 32 0 0 05 Feb 2022
Rethinking Explainability as a Dialogue: A Practitioner's Perspective Himabindu Lakkaraju Dylan Slack Yuxin Chen Chenhao Tan Sameer Singh LRM 110 64 0 03 Feb 2022
The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective Satyapriya Krishna Tessa Han Alex Gu Steven Wu S. Jabbari Himabindu Lakkaraju 284 197 0 03 Feb 2022
Identifying Suitable Tasks for Inductive Transfer Through the Analysis of Feature Attributions Alexander Pugantsov R. McCreadie 60 0 0 02 Feb 2022
Interpretability for Multimodal Emotion Recognition using Concept Activation Vectors Ashish Ramayee Asokan Nidarshan Kumar Anirudh Venkata Ragam S. Sharath 96 20 0 02 Feb 2022
A Graph Based Neural Network Approach to Immune Profiling of Multiplexed Tissue Samples Natalia Garcia Martin S. Malacrino M. Wojciechowska L. Campo Helen Jones ... Chris Holmes K. Sirinukunwattana H. Sailem C. Verrill J. Rittscher 30 5 0 01 Feb 2022
Framework for Evaluating Faithfulness of Local Explanations S. Dasgupta Nave Frost Michal Moshkovitz FAtt 215 63 0 01 Feb 2022
A Consistent and Efficient Evaluation Strategy for Attribution Methods Yao Rong Tobias Leemann V. Borisov Gjergji Kasneci Enkelejda Kasneci FAtt 112 98 0 01 Feb 2022
Visualizing Automatic Speech Recognition -- Means for a Better Understanding? Karla Markert Romain Parracone Mykhailo Kulakov Philip Sperl Ching-yu Kao Konstantin Böttinger 70 8 0 01 Feb 2022
From Explanations to Segmentation: Using Explainable AI for Image Segmentation Clemens Seibold Johannes Kunzel Anna Hilsmann Peter Eisert SSeg 83 8 0 01 Feb 2022
Deconfounded Representation Similarity for Comparison of Neural Networks Tianyu Cui Yogesh Kumar Pekka Marttinen Samuel Kaski CML 108 17 0 31 Jan 2022
Debiased-CAM to mitigate systematic error with faithful visual explanations of machine learning Wencan Zhang Mariella Dimiccoli Brian Y. Lim FAtt 80 1 0 30 Jan 2022
Locally Invariant Explanations: Towards Stable and Unidirectional Explanations through Local Invariant Learning Amit Dhurandhar Karthikeyan N. Ramamurthy Kartik Ahuja Vijay Arya FAtt 52 4 0 28 Jan 2022
Rethinking Attention-Model Explainability through Faithfulness Violation Test Yebin Liu Haoliang Li Yangyang Guo Chen Kong Jing Li Shiqi Wang FAtt 183 43 0 28 Jan 2022
Monitoring Model Deterioration with Explainable Uncertainty Estimation via Non-parametric Bootstrap Carlos Mougan Dan Saattrup Nielsen 102 15 0 27 Jan 2022
Human Interpretation of Saliency-based Explanation Over Text Hendrik Schuff Alon Jacovi Heike Adel Yoav Goldberg Ngoc Thang Vu MILM XAI FAtt 207 41 0 27 Jan 2022
IMACS: Image Model Attribution Comparison Summaries E. Schoop Benjamin D. Wedin A. Kapishnikov Tolga Bolukbasi Michael Terry FAtt 85 1 0 26 Jan 2022
Attention cannot be an Explanation Arjun Reddy Akula Song-Chun Zhu FAtt XAI 126 6 0 26 Jan 2022
Visualizing the Diversity of Representations Learned by Bayesian Neural Networks Dennis Grinwald Kirill Bykov Shinichi Nakajima Marina M.-C. Höhne 93 5 0 26 Jan 2022
A Comprehensive Study of Image Classification Model Sensitivity to Foregrounds, Backgrounds, and Visual Attributes Mazda Moayeri Phillip E. Pope Yogesh Balaji Soheil Feizi VLM 84 53 0 26 Jan 2022
Molecule Generation from Input-Attributions over Graph Convolutional Networks Dylan Savoia Alessio Ragno Roberto Capobianco GNN 23 0 0 25 Jan 2022
Semi-Supervised GCN for learning Molecular Structure-Activity Relationships Alessio Ragno Dylan Savoia Roberto Capobianco GNN 52 0 0 25 Jan 2022
Deeply Explain CNN via Hierarchical Decomposition Mingg-Ming Cheng Peng-Tao Jiang Linghao Han Liang Wang Philip Torr FAtt 96 15 0 23 Jan 2022
Sentiment Analysis: Predicting Yelp Scores Bhanu Prakash Reddy Guda Mashrin Srivastava Deep Karkhanis 47 3 0 20 Jan 2022
A Cognitive Explainer for Fetal ultrasound images classifier Based on Medical Concepts Ying-Shuai Wanga Yunxia Liua Licong Dongc Xuzhou Wua Huabin Zhangb Qiongyu Yed Desheng Sunc Xiaobo Zhoue Kehong Yuan 73 0 0 19 Jan 2022
Unveiling Project-Specific Bias in Neural Code Models Zhiming Li Yanzhou Li Tianlin Li Mengnan Du Bozhi Wu Yushi Cao Yi Li Yang Liu 88 5 0 19 Jan 2022
Disentangled Latent Transformer for Interpretable Monocular Height Estimation Zhitong Xiong Sining Chen Sining Chen Yilei Shi Xiaoxiang Zhu ViT 60 6 0 17 Jan 2022