v1v2 (latest)

A Unified Approach to Interpreting Model Predictions

22 May 2017

Papers citing "A Unified Approach to Interpreting Model Predictions"

50 / 3,940 papers shown

Title
Don't Get Me Wrong: How to Apply Deep Visual Interpretations to Time Series Christoffer Loeffler Wei-Cheng Lai Bjoern M. Eskofier Dario Zanca Lukas M. Schmidt Christopher Mutschler AI4TS FAtt 78 6 0 14 Mar 2022
TrafPS: A Visual Analysis System Interpreting Traffic Prediction in Shapley Yifan Jiang Zezheng Feng Hongjun Wang Z. Fan Xuan Song FAtt 18 0 0 11 Mar 2022
Sparse Subspace Clustering for Concept Discovery (SSCCD) Johanna Vielhaben Stefan Blücher Nils Strodthoff 67 6 0 11 Mar 2022
Neural Forecasting of the Italian Sovereign Bond Market with Economic News Sergio Consoli L. Pezzoli Elisa Tosetti 54 4 0 11 Mar 2022
Explainable Machine Learning for Predicting Homicide Clearance in the United States G. Campedelli 45 17 0 09 Mar 2022
DeepSE-WF: Unified Security Estimation for Website Fingerprinting Defenses Alexander Veicht Cédric Renggli Diogo Barradas AAML 79 8 0 08 Mar 2022
Model Positionality and Computational Reflexivity: Promoting Reflexivity in Data Science S. Cambo Darren Gergle 72 37 0 08 Mar 2022
Robustness and Usefulness in AI Explanation Methods Erick Galinkin FAtt 51 1 0 07 Mar 2022
Machine learning using longitudinal prescription and medical claims for the detection of nonalcoholic steatohepatitis (NASH) Ozge Yasar Patrick Long Brett Harder Hanna Marshall S. Bhasin ... M. DeLegge S. Roy O. Doyle Nadea Leavitt J. Rigg 21 10 0 07 Mar 2022
Towards a Responsible AI Development Lifecycle: Lessons From Information Security Erick Galinkin SILM 54 6 0 06 Mar 2022
Concept-based Explanations for Out-Of-Distribution Detectors Jihye Choi Jayaram Raghuram Ryan Feng Jiefeng Chen S. Jha Atul Prakash OODD 40 12 0 04 Mar 2022
Do Explanations Explain? Model Knows Best Ashkan Khakzar Pedram J. Khorsandi Rozhin Nobahari Nassir Navab XAI AAML FAtt 38 24 0 04 Mar 2022
Adversarial Patterns: Building Robust Android Malware Classifiers Dipkamal Bhusal Nidhi Rastogi AAML 109 1 0 04 Mar 2022
DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanations Yiwei Lyu Paul Pu Liang Zihao Deng Ruslan Salakhutdinov Louis-Philippe Morency 89 36 0 03 Mar 2022
Label-Free Explainability for Unsupervised Models Jonathan Crabbé M. Schaar FAtt MILM 67 22 0 03 Mar 2022
Faking feature importance: A cautionary tale on the use of differentially-private synthetic data Oscar Giles Kasra Hosseini Grigorios Mingas Oliver Strickson Louise A. Bowler ... A. Heppenstall N. Lomax N. Malleson Martin O'Reilly Sebastian Vollmerteke 98 8 0 02 Mar 2022
ADVISE: ADaptive Feature Relevance and VISual Explanations for Convolutional Neural Networks Mohammad Mahdi Dehshibi Mona Ashtari-Majlan Gereziher W. Adhane David Masip AAML FAtt 52 3 0 02 Mar 2022
Faith-Shap: The Faithful Shapley Interaction Index Che-Ping Tsai Chih-Kuan Yeh Pradeep Ravikumar TDI 117 55 0 02 Mar 2022
System Cards for AI-Based Decision-Making for Public Policy Furkan Gursoy I. Kakadiaris MLAU 78 16 0 01 Mar 2022
Approximating a deep reinforcement learning docking agent using linear model trees Vilde B. Gjærum Ella-Lovise H. Rørvik A. Lekkas 48 6 0 01 Mar 2022
Explaining a Deep Reinforcement Learning Docking Agent Using Linear Model Trees with User Adapted Visualization Vilde B. Gjærum Inga Strümke O. Alsos A. Lekkas FAtt 73 16 0 01 Mar 2022
Explainable deepfake and spoofing detection: an attack analysis using SHapley Additive exPlanations W. Ge Massimiliano Todisco Nicholas W. D. Evans AAML 54 9 0 28 Feb 2022
Self-Supervised and Interpretable Anomaly Detection using Network Transformers Daniel L. Marino Chathurika S. Wickramasinghe C. Rieger Milos Manic 69 8 0 25 Feb 2022
Statistics and Deep Learning-based Hybrid Model for Interpretable Anomaly Detection Thabang Mathonsi Terence L van Zyl 65 0 0 25 Feb 2022
MUC-driven Feature Importance Measurement and Adversarial Analysis for Random Forest Shucen Ma Jianqi Shi Yanhong Huang Shengchao Qin Zhe Hou AAML 59 4 0 25 Feb 2022
Fine-grained TLS services classification with reject option Jan Luxemburk T. Čejka 65 34 0 24 Feb 2022
First is Better Than Last for Language Data Influence Chih-Kuan Yeh Ankur Taly Mukund Sundararajan Frederick Liu Pradeep Ravikumar TDI 146 22 0 24 Feb 2022
Training Characteristic Functions with Reinforcement Learning: XAI-methods play Connect Four S. Wäldchen Felix Huber Sebastian Pokutta FAtt 63 8 0 23 Feb 2022
The Need for Interpretable Features: Motivation and Taxonomy Alexandra Zytek Ignacio Arnaldo Dongyu Liu Laure Berti-Equille K. Veeramachaneni FAtt XAI 84 14 0 23 Feb 2022
Evaluating Feature Attribution Methods in the Image Domain Arne Gevaert Axel-Jan Rousseau Thijs Becker D. Valkenborg T. D. Bie Yvan Saeys FAtt 72 23 0 22 Feb 2022
Explainability in Machine Learning: a Pedagogical Perspective Andreas Bueff I. Papantonis Auste Simkute Vaishak Belle 40 2 0 21 Feb 2022
XAI in the context of Predictive Process Monitoring: Too much to Reveal Ghada Elkhawaga Mervat Abuelkheir M. Reichert 50 1 0 16 Feb 2022
Explainability of Predictive Process Monitoring Results: Can You See My Data Issues? Ghada Elkhawaga Mervat Abuelkheir M. Reichert 84 14 0 16 Feb 2022
Explainable Predictive Process Monitoring: A User Evaluation Williams Rizzi M. Comuzzi Chiara Di Francescomarino Chiara Ghidini Suhwan Lee F. Maggi Alexander Nolte FaML XAI 82 9 0 15 Feb 2022
On Deciding Feature Membership in Explanations of SDD & Related Classifiers Xuanxiang Huang Sasha Rubin FAtt LRM 58 3 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
AnoMili: Spoofing Prevention and Explainable Anomaly Detection for the 1553 Military Avionic Bus Efrat Levy Nadav Maman A. Shabtai Yuval Elovici 45 15 0 14 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 93 179 0 14 Feb 2022
DermX: an end-to-end framework for explainable automated dermatological diagnosis Raluca Jalaboi F. Faye Mauricio Orbes-Arteaga D. Jørgensen Ole Winther A. Galimzianova MedIm 47 19 0 14 Feb 2022
Double-Barreled Question Detection at Momentive Peng Jiang K. S. Muppalla Qingyue Wei C. N. Gopal Chun Wang 18 0 0 12 Feb 2022
The Shapley Value in Machine Learning Benedek Rozemberczki Lauren Watson Péter Bayer Hao-Tsung Yang Oliver Kiss Sebastian Nilsson Rik Sarkar TDI FAtt 119 216 0 11 Feb 2022
A Lightweight, Efficient and Explainable-by-Design Convolutional Neural Network for Internet Traffic Classification Kevin Fauvel Fuxing Chen Dario Rossi 166 26 0 11 Feb 2022
Jigsaw Puzzle: Selective Backdoor Attack to Subvert Malware Classifiers Limin Yang Zhi Chen Jacopo Cortellazzi Feargus Pendlebury Kevin Tu Fabio Pierazzi Lorenzo Cavallaro Gang Wang AAML 111 38 0 11 Feb 2022
Investigating Explainability of Generative AI for Code through Scenario-based Design Jiao Sun Q. V. Liao Michael J. Muller Mayank Agarwal Stephanie Houde Kartik Talamadupula Justin D. Weisz 86 165 0 10 Feb 2022
Explainable Machine Learning for Breakdown Prediction in High Gradient RF Cavities Christoph Obermair T. Cartier-Michaud A. Apollonio W. Millar L. Felsberger ... W. Wuensch N. C. Lasheras M. Boronat Franz Pernkopf G. Burt 83 10 0 10 Feb 2022
The leap to ordinal: detailed functional prognosis after traumatic brain injury with a flexible modelling approach Shubhayu Bhattacharyay Ioan Milosevic L. Wilson D. Menon R. Stevens E. Steyerberg D. Nelson A. Ercole the CENTER-TBI investigators/participants 40 15 0 10 Feb 2022
Explainable Predictive Modeling for Limited Spectral Data Frantishek Akulich Hadis Anahideh Manaf Sheyyab Dhananjay Ambre 29 23 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
Local Explanations for Reinforcement Learning Ronny Luss Amit Dhurandhar Miao Liu FAtt OffRL 81 3 0 08 Feb 2022