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Axiomatic Attribution for Deep Networks

4 March 2017

Ankur Taly

Papers citing "Axiomatic Attribution for Deep Networks"

50 / 2,873 papers shown

Title
Interpreting BERT-based Text Similarity via Activation and Saliency Maps Itzik Malkiel Dvir Ginzburg Oren Barkan Avi Caciularu Jonathan Weill Noam Koenigstein 81 21 0 13 Aug 2022
The Weighting Game: Evaluating Quality of Explainability Methods Lassi Raatikainen Esa Rahtu FAtt XAI 36 5 0 12 Aug 2022
Comparing Baseline Shapley and Integrated Gradients for Local Explanation: Some Additional Insights Tianshu Feng Zhipu Zhou Tarun Joshi V. Nair FAtt 52 5 0 12 Aug 2022
A Multimodal Transformer: Fusing Clinical Notes with Structured EHR Data for Interpretable In-Hospital Mortality Prediction Weimin Lyu Xinyu Dong Rachel Wong Songzhu Zheng Kayley Abell-Hart Fusheng Wang Chao Chen 115 52 0 09 Aug 2022
Learning to Learn to Predict Performance Regressions in Production at Meta M. Beller Hongyu Li V. Nair V. Murali Imad Ahmad Jürgen Cito Drew Carlson Gareth Ari Aye Wes Dyer 82 5 0 08 Aug 2022
Abutting Grating Illusion: Cognitive Challenge to Neural Network Models Jinyu Fan Yi Zeng AAML 65 1 0 08 Aug 2022
Are Gradients on Graph Structure Reliable in Gray-box Attacks? Zihan Liu Yun Luo Lirong Wu Siyuan Li Zicheng Liu Stan Z. Li AAML 107 23 0 07 Aug 2022
Shap-CAM: Visual Explanations for Convolutional Neural Networks based on Shapley Value Quan Zheng Ziwei Wang Jie Zhou Jiwen Lu FAtt 75 33 0 07 Aug 2022
Generalizability Analysis of Graph-based Trajectory Predictor with Vectorized Representation Juanwu Lu Wei Zhan Masayoshi Tomizuka Yeping Hu 74 6 0 06 Aug 2022
Parameter Averaging for Feature Ranking Talip Uçar Ehsan Hajiramezanali 45 0 0 05 Aug 2022
Differentially Private Counterfactuals via Functional Mechanism Fan Yang Qizhang Feng Kaixiong Zhou Jiahao Chen Helen Zhou 81 9 0 04 Aug 2022
ferret: a Framework for Benchmarking Explainers on Transformers Giuseppe Attanasio Eliana Pastor C. Bonaventura Debora Nozza 90 31 0 02 Aug 2022
s-LIME: Reconciling Locality and Fidelity in Linear Explanations Romaric Gaudel Luis Galárraga J. Delaunay L. Rozé Vaishnavi Bhargava FAtt 60 16 0 02 Aug 2022
Visual Interpretable and Explainable Deep Learning Models for Brain Tumor MRI and COVID-19 Chest X-ray Images Yusuf Brima M. Atemkeng FAtt MedIm 83 1 0 01 Aug 2022
Leveraging Explanations in Interactive Machine Learning: An Overview Stefano Teso Öznur Alkan Wolfgang Stammer Elizabeth M. Daly XAI FAtt LRM 164 63 0 29 Jul 2022
Claim-Dissector: An Interpretable Fact-Checking System with Joint Re-ranking and Veracity Prediction Martin Fajcik P. Motlícek Pavel Smrz 110 21 0 28 Jul 2022
Unit Testing for Concepts in Neural Networks Charles Lovering Ellie Pavlick 75 28 0 28 Jul 2022
An Interpretability Evaluation Benchmark for Pre-trained Language Models Ya-Ming Shen Lijie Wang Ying-Cong Chen Xinyan Xiao Jing Liu Hua Wu 81 4 0 28 Jul 2022
ReFRS: Resource-efficient Federated Recommender System for Dynamic and Diversified User Preferences Mubashir Imran Hongzhi Yin Tong Chen Nguyen Quoc Viet Hung Alexander Zhou Kai Zheng 85 72 0 28 Jul 2022
Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks Tilman Raukur A. Ho Stephen Casper Dylan Hadfield-Menell AAML AI4CE 135 134 0 27 Jul 2022
An Explainable Decision Support System for Predictive Process Analytics Riccardo Galanti M. Leoni M. Monaro Nicoló Navarin Alan Marazzi Brigida Di Stasi Stéphanie Maldera 93 28 0 26 Jul 2022
Inter-model Interpretability: Self-supervised Models as a Case Study Ahmad Mustapha Wael Khreich Wassim Masri SSL 24 0 0 24 Jul 2022
A general-purpose method for applying Explainable AI for Anomaly Detection John Sipple Abdou Youssef 87 17 0 23 Jul 2022
Deep neural network heatmaps capture Alzheimer's disease patterns reported in a large meta-analysis of neuroimaging studies Dingqian Wang N. Honnorat P. Fox K. Ritter Simon B. Eickhoff S. Seshadri Mohamad Habes 66 37 0 22 Jul 2022
TRUST-LAPSE: An Explainable and Actionable Mistrust Scoring Framework for Model Monitoring Nandita Bhaskhar D. Rubin Christopher Lee-Messer 46 5 0 22 Jul 2022
Privacy and Transparency in Graph Machine Learning: A Unified Perspective Megha Khosla 70 4 0 22 Jul 2022
Explainable AI Algorithms for Vibration Data-based Fault Detection: Use Case-adadpted Methods and Critical Evaluation Oliver Mey Deniz Neufeld 62 24 0 21 Jul 2022
Lazy Estimation of Variable Importance for Large Neural Networks Yue Gao Abby Stevens Rebecca Willett Garvesh Raskutti 119 4 0 19 Jul 2022
XG-BoT: An Explainable Deep Graph Neural Network for Botnet Detection and Forensics Wai Weng Lo Gayan K. Kulatilleke Mohanad Sarhan S. Layeghy Marius Portmann 86 46 0 19 Jul 2022
Task-aware Similarity Learning for Event-triggered Time Series Shaoyu Dou Kai Yang Yang Jiao Chengbo Qiu Kui Ren AI4TS 54 0 0 17 Jul 2022
Towards Explainability in NLP: Analyzing and Calculating Word Saliency through Word Properties Jialiang Dong Zhitao Guan Longfei Wu Zijian Zhang Xiaojiang Du XAI AAML FAtt MILM 95 2 0 17 Jul 2022
MDM: Multiple Dynamic Masks for Visual Explanation of Neural Networks Yitao Peng Longzhen Yang Yihang Liu Lianghua He 39 0 0 17 Jul 2022
Algorithms to estimate Shapley value feature attributions Hugh Chen Ian Covert Scott M. Lundberg Su-In Lee TDI FAtt 103 240 0 15 Jul 2022
Beware the Rationalization Trap! When Language Model Explainability Diverges from our Mental Models of Language Rita Sevastjanova Mennatallah El-Assady LRM 94 10 0 14 Jul 2022
Explainable Intrusion Detection Systems (X-IDS): A Survey of Current Methods, Challenges, and Opportunities Subash Neupane Jesse Ables William Anderson Sudip Mittal Shahram Rahimi I. Banicescu Maria Seale AAML 115 76 0 13 Jul 2022
Verifying Attention Robustness of Deep Neural Networks against Semantic Perturbations S. Munakata Caterina Urban Haruki Yokoyama Koji Yamamoto Kazuki Munakata AAML 48 4 0 13 Jul 2022
BASED-XAI: Breaking Ablation Studies Down for Explainable Artificial Intelligence Isha Hameed Samuel Sharpe Daniel Barcklow Justin Au-yeung Sahil Verma Jocelyn Huang Brian Barr C. Bayan Bruss 83 15 0 12 Jul 2022
From Correlation to Causation: Formalizing Interpretable Machine Learning as a Statistical Process Lukas Klein Mennatallah El-Assady Paul F. Jäger CML 50 1 0 11 Jul 2022
A multi-level interpretable sleep stage scoring system by infusing experts' knowledge into a deep network architecture H. Niknazar S. Mednick 56 5 0 11 Jul 2022
TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations Dylan Slack Satyapriya Krishna Himabindu Lakkaraju Sameer Singh 86 84 0 08 Jul 2022
SInGE: Sparsity via Integrated Gradients Estimation of Neuron Relevance Edouard Yvinec Arnaud Dapogny Matthieu Cord Kévin Bailly 88 9 0 08 Jul 2022
The Harvard USPTO Patent Dataset: A Large-Scale, Well-Structured, and Multi-Purpose Corpus of Patent Applications Mirac Suzgun Luke Melas-Kyriazi Suproteem K. Sarkar S. Kominers Stuart M. Shieber 119 29 0 08 Jul 2022
Calibrate to Interpret Gregory Scafarto N. Posocco Antoine Bonnefoy FaML 20 4 0 07 Jul 2022
An Additive Instance-Wise Approach to Multi-class Model Interpretation Vy Vo Van Nguyen Trung Le Quan Hung Tran Gholamreza Haffari S. Çamtepe Dinh Q. Phung FAtt 134 5 0 07 Jul 2022
Is a PET all you need? A multi-modal study for Alzheimer's disease using 3D CNNs Marla Narazani Ignacio Sarasua Sebastian Polsterl A. Lizarraga Igor Yakushev Christian Wachinger MedIm 51 17 0 05 Jul 2022
SESS: Saliency Enhancing with Scaling and Sliding Osman Tursun Akila Pemasiri Sridha Sridharan Clinton Fookes 23 5 0 05 Jul 2022
Fidelity of Ensemble Aggregation for Saliency Map Explanations using Bayesian Optimization Techniques Yannik Mahlau Christian Nolde FAtt 113 0 0 04 Jul 2022
Distilling Ensemble of Explanations for Weakly-Supervised Pre-Training of Image Segmentation Models Xuhong Li Haoyi Xiong Yi Liu Dingfu Zhou Zeyu Chen Yaqing Wang Dejing Dou 55 8 0 04 Jul 2022
Interpretable by Design: Learning Predictors by Composing Interpretable Queries Aditya Chattopadhyay Stewart Slocum B. Haeffele René Vidal D. Geman 113 24 0 03 Jul 2022
FRAME: Evaluating Rationale-Label Consistency Metrics for Free-Text Rationales Aaron Chan Shaoliang Nie Liang Tan Xiaochang Peng Hamed Firooz Maziar Sanjabi Xiang Ren 125 10 0 02 Jul 2022