A Unified Approach to Interpreting Model Predictions

22 May 2017

Papers citing "A Unified Approach to Interpreting Model Predictions"

50 / 1,822 papers shown

Title
Explainable Machine Learning for ICU Readmission Prediction Alex G. C. de Sá Daniel J. Gould Anna Fedyukova M. Nicholas L. Dockrell ... David Pilcher Daniel Capurro David B. Ascher K. El-Khawas Douglas E. V. Pires 76 1 0 25 Sep 2023
Multiple Different Black Box Explanations for Image Classifiers Hana Chockler D. A. Kelly Daniel Kroening FAtt 42 0 0 25 Sep 2023
The Rashomon Importance Distribution: Getting RID of Unstable, Single Model-based Variable Importance J. Donnelly Srikar Katta Cynthia Rudin E. Browne FAtt 36 15 0 24 Sep 2023
Enhancing Prediction and Analysis of UK Road Traffic Accident Severity Using AI: Integration of Machine Learning, Econometric Techniques, and Time Series Forecasting in Public Health Research Md. Abu Sufian Jayasree Varadarajan 15 7 0 23 Sep 2023
Towards Attributions of Input Variables in a Coalition Xinhao Zheng Huiqi Deng Bo Fan Quanshi Zhang 49 1 0 23 Sep 2023
Towards an MLOps Architecture for XAI in Industrial Applications Leonhard Faubel Thomas Woudsma Leila Methnani Amir Ghorbani Ghezeljhemeidan Fabian Buelow ... Willem D. van Driel Benjamin Kloepper Andreas Theodorou Mohsen Nosratinia Magnus Bång 30 5 0 22 Sep 2023
Health diagnosis and recuperation of aged Li-ion batteries with data analytics and equivalent circuit modeling R. I. Made Jing Lin Jintao Zhang Yu Zhang L. Moh ... Ning Ding S. Y. Chiam Edwin Khoo Xuesong Yin Guangyuan Wesley Zheng 35 6 0 21 Sep 2023
Quantifying Feature Importance of Games and Strategies via Shapley Values Satoru Fujii FAtt 35 0 0 21 Sep 2023
Predictability and Comprehensibility in Post-Hoc XAI Methods: A User-Centered Analysis Anahid N. Jalali Bernhard Haslhofer Simone Kriglstein Andreas Rauber FAtt 72 4 0 21 Sep 2023
A Comprehensive Review on Financial Explainable AI Wei Jie Yeo Wihan van der Heever Rui Mao Min Zhang Ranjan Satapathy G. Mengaldo XAI AI4TS 46 15 0 21 Sep 2023
From Classification to Segmentation with Explainable AI: A Study on Crack Detection and Growth Monitoring Florent Forest Hugo Porta D. Tuia Olga Fink 68 10 0 20 Sep 2023
Evaluating Mental Stress Among College Students Using Heart Rate and Hand Acceleration Data Collected from Wearable Sensors Moein Razavi Anthony D. McDonald Ranjana K. Mehta Farzan Sasangohar 36 5 0 20 Sep 2023
Improving Opioid Use Disorder Risk Modelling through Behavioral and Genetic Feature Integration Sybille Légitime Kaustubh Prabhu Devin J. McConnell Bing Wang D. Dey Derek Aguiar 40 0 0 19 Sep 2023
Nebula: Self-Attention for Dynamic Malware Analysis Dmitrijs Trizna Christian Scano Battista Biggio Fabio Roli 35 13 0 19 Sep 2023
Functional requirements to mitigate the Risk of Harm to Patients from Artificial Intelligence in Healthcare Juan M. García-Gómez V. Blanes-Selva José Carlos de Bartolomé Cenzano Jaime Cebolla-Cornejo Ascensión Donate-Martínez 15 0 0 19 Sep 2023
QXAI: Explainable AI Framework for Quantitative Analysis in Patient Monitoring Systems T. Shaik Xiaohui Tao Haoran Xie Lin Li Juan D. Velásquez Niall Higgins 76 2 0 19 Sep 2023
Evaluation of Human-Understandability of Global Model Explanations using Decision Tree Adarsa Sivaprasad Ehud Reiter N. Tintarev Nir Oren FAtt 43 4 0 18 Sep 2023
Information based explanation methods for deep learning agents -- with applications on large open-source chess models Patrik Hammersborg Inga Strümke 21 1 0 18 Sep 2023
Interpretability is not Explainability: New Quantitative XAI Approach with a focus on Recommender Systems in Education Riccardo Porcedda XAI 52 0 0 18 Sep 2023
Code quality assessment using transformers Mosleh Mahamud Isak Samsten ViT 25 0 0 17 Sep 2023
Fast Approximation of the Shapley Values Based on Order-of-Addition Experimental Designs Liuqing Yang Yongdao Zhou Haoda Fu Min-Qian Liu Wei Zheng 28 4 0 16 Sep 2023
SHAPNN: Shapley Value Regularized Tabular Neural Network Qisen Cheng Shuhui Qu Janghwan Lee 47 3 0 15 Sep 2023
XFedHunter: An Explainable Federated Learning Framework for Advanced Persistent Threat Detection in SDN Huynh Thai Thi Ngo Duc Hoang Son Phan The Duy Nghi Hoang Khoa Khoa Ngo-Khanh V. Pham FedML 24 3 0 15 Sep 2023
CATfOOD: Counterfactual Augmented Training for Improving Out-of-Domain Performance and Calibration Rachneet Sachdeva Martin Tutek Iryna Gurevych OODD 55 13 0 14 Sep 2023
Explaining Speech Classification Models via Word-Level Audio Segments and Paralinguistic Features Eliana Pastor Alkis Koudounas Giuseppe Attanasio Dirk Hovy Elena Baralis 64 5 0 14 Sep 2023
Detecting ChatGPT: A Survey of the State of Detecting ChatGPT-Generated Text Mahdi Dhaini Wessel Poelman Ege Erdogan DeLMO 86 13 0 14 Sep 2023
Interpretability-Aware Vision Transformer Yao Qiang Chengyin Li Prashant Khanduri D. Zhu ViT 118 7 0 14 Sep 2023
Verifiable Fairness: Privacy-preserving Computation of Fairness for Machine Learning Systems Ehsan Toreini M. Mehrnezhad Aad van Moorsel 31 5 0 12 Sep 2023
Circuit Breaking: Removing Model Behaviors with Targeted Ablation Maximilian Li Xander Davies Max Nadeau KELM MU 38 27 0 12 Sep 2023
Machine learning the dimension of a Fano variety Tom Coates A. Kasprzyk Sara Veneziale 40 7 0 11 Sep 2023
A Strong and Simple Deep Learning Baseline for BCI MI Decoding Yassine El Ouahidi Vincent Gripon Bastien Pasdeloup Ghaith Bouallegue Nicolas Farrugia G. Lioi BDL 48 4 0 11 Sep 2023
Non-linear dimension reduction in factor-augmented vector autoregressions K. Klieber 39 2 0 09 Sep 2023
Good-looking but Lacking Faithfulness: Understanding Local Explanation Methods through Trend-based Testing Jinwen He Kai Chen Guozhu Meng Jiangshan Zhang Congyi Li FAtt AAML 57 3 0 09 Sep 2023
Postprocessing of Ensemble Weather Forecasts Using Permutation-invariant Neural Networks Kevin Höhlein Benedikt Schulz Rüdiger Westermann Sebastian Lerch 46 13 0 08 Sep 2023
Beyond XAI:Obstacles Towards Responsible AI Yulu Pi 61 2 0 07 Sep 2023
Understanding Data Augmentation from a Robustness Perspective Zhendong Liu Jie Zhang Qiangqiang He Chongjun Wang AAML 40 1 0 07 Sep 2023
Insights Into the Inner Workings of Transformer Models for Protein Function Prediction M. Wenzel Erik Grüner Nils Strodthoff ViT 47 8 0 07 Sep 2023
Your Battery Is a Blast! Safeguarding Against Counterfeit Batteries with Authentication Francesco Marchiori Mauro Conti 42 5 0 07 Sep 2023
PDiscoNet: Semantically consistent part discovery for fine-grained recognition Robert van der Klis Stephan Alaniz Massimiliano Mancini C. Dantas Dino Ienco Zeynep Akata Diego Marcos 37 11 0 06 Sep 2023
J-Guard: Journalism Guided Adversarially Robust Detection of AI-generated News Tharindu Kumarage Amrita Bhattacharjee Djordje Padejski Kristy Roschke Dan Gillmor Scott W. Ruston Huan Liu Joshua Garland DeLMO 46 10 0 06 Sep 2023
A Refutation of Shapley Values for Explainability Xuanxiang Huang Sasha Rubin FAtt 43 3 0 06 Sep 2023
Finding Optimal Diverse Feature Sets with Alternative Feature Selection Jakob Bach 84 1 0 21 Jul 2023
Empowering recommender systems using automatically generated Knowledge Graphs and Reinforcement Learning Ghanshyam Verma Shovon Sengupta Simon Simanta Huan Chen J. Perge Devishree Pillai John P. Mccrae P. Buitelaar OffRL 116 1 0 11 Jul 2023
BotArtist: Generic approach for bot detection in Twitter via semi-automatic machine learning pipeline Alexander Shevtsov D. Antonakaki Ioannis Lamprou Polyvios Pratikakis Sotiris Ioannidis 60 0 0 31 May 2023
BELLA: Black box model Explanations by Local Linear Approximations N. Radulovic Albert Bifet Fabian M. Suchanek FAtt 79 1 0 18 May 2023
A Machine Learning Approach to Forecasting Honey Production with Tree-Based Methods Alessio Brini E. Giovannini Elia Smaniotto 21 2 0 30 Mar 2023
Visually Wired NFTs: Exploring the Role of Inspiration in Non-Fungible Tokens Lucio La Cava Davide Costa Andrea Tagarelli 49 7 0 29 Mar 2023
Less is More: The Influence of Pruning on the Explainability of CNNs David Weber F. Merkle Pascal Schöttle Stephan Schlögl Martin Nocker FAtt 87 1 0 17 Feb 2023
Personalized Interpretable Classification Zengyou He Yifan Tang Yifan Tang Lianyu Hu Yan Liu Yan Liu 38 0 0 06 Feb 2023
A Survey on Deep Learning based Time Series Analysis with Frequency Transformation Kun Yi Qi Zhang LongBing Cao Shoujin Wang Guodong Long Liang Hu Hui He ZhenDong Niu Wei Fan Hui Xiong AI4TS 90 23 0 04 Feb 2023