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A Unified Approach to Interpreting Model Predictions

22 May 2017

Papers citing "A Unified Approach to Interpreting Model Predictions"

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Title
A Comprehensive Review on Financial Explainable AI Wei Jie Yeo Wihan van der Heever Rui Mao Min Zhang Ranjan Satapathy G. Mengaldo XAI AI4TS 88 18 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 89 11 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 58 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 66 0 0 19 Sep 2023
Nebula: Self-Attention for Dynamic Malware Analysis Dmitrijs Trizna Christian Scano Battista Biggio Fabio Roli 74 15 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 23 1 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 104 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 59 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 31 1 0 18 Sep 2023
Interpretability is not Explainability: New Quantitative XAI Approach with a focus on Recommender Systems in Education Riccardo Porcedda XAI 71 0 0 18 Sep 2023
Code quality assessment using transformers Mosleh Mahamud Isak Samsten ViT 29 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 44 4 0 16 Sep 2023
SHAPNN: Shapley Value Regularized Tabular Neural Network Qisen Cheng Shuhui Qu Janghwan Lee 65 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 53 3 0 15 Sep 2023
CATfOOD: Counterfactual Augmented Training for Improving Out-of-Domain Performance and Calibration Rachneet Sachdeva Martin Tutek Iryna Gurevych OODD 102 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 105 6 0 14 Sep 2023
Detecting ChatGPT: A Survey of the State of Detecting ChatGPT-Generated Text Mahdi Dhaini Wessel Poelman Ege Erdogan DeLMO 120 15 0 14 Sep 2023
Interpretability-Aware Vision Transformer Yao Qiang Chengyin Li Prashant Khanduri D. Zhu ViT 273 8 0 14 Sep 2023
Verifiable Fairness: Privacy-preserving Computation of Fairness for Machine Learning Systems Ehsan Toreini M. Mehrnezhad Aad van Moorsel 65 5 0 12 Sep 2023
Circuit Breaking: Removing Model Behaviors with Targeted Ablation Maximilian Li Xander Davies Max Nadeau KELM MU 77 29 0 12 Sep 2023
Machine learning the dimension of a Fano variety Tom Coates A. Kasprzyk Sara Veneziale 119 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 76 4 0 11 Sep 2023
Non-linear dimension reduction in factor-augmented vector autoregressions K. Klieber 68 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 76 3 0 09 Sep 2023
Postprocessing of Ensemble Weather Forecasts Using Permutation-invariant Neural Networks Kevin Höhlein Benedikt Schulz Rüdiger Westermann Sebastian Lerch 83 14 0 08 Sep 2023
Beyond XAI:Obstacles Towards Responsible AI Yulu Pi 86 2 0 07 Sep 2023
Understanding Data Augmentation from a Robustness Perspective Zhendong Liu Jie Zhang Qiangqiang He Chongjun Wang AAML 82 2 0 07 Sep 2023
Insights Into the Inner Workings of Transformer Models for Protein Function Prediction M. Wenzel Erik Grüner Nils Strodthoff ViT 71 9 0 07 Sep 2023
Your Battery Is a Blast! Safeguarding Against Counterfeit Batteries with Authentication Francesco Marchiori Mauro Conti 59 7 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 95 12 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 83 11 0 06 Sep 2023
A Refutation of Shapley Values for Explainability Xuanxiang Huang Sasha Rubin FAtt 79 3 0 06 Sep 2023
Computing SHAP Efficiently Using Model Structure Information Linwei Hu Ke Wang FAtt 55 2 0 05 Sep 2023
Photonic Structures Optimization Using Highly Data-Efficient Deep Learning: Application To Nanofin And Annular Groove Phase Masks Nicolas Roy L. König O. Absil Charlotte Beauthier Alexandre Mayer M. Lobet 41 0 0 05 Sep 2023
Developing A Fair Individualized Polysocial Risk Score (iPsRS) for Identifying Increased Social Risk of Hospitalizations in Patients with Type 2 Diabetes (T2D) Yu Huang Jingchuan Guo W. Donahoo Zhengkang Fan Ying Lu Wei-Han Chen Huilin Tang Lori Bilello E. Shenkman Jiang Bian 81 1 0 05 Sep 2023
DeViL: Decoding Vision features into Language Meghal Dani Isabel Rio-Torto Stephan Alaniz Zeynep Akata VLM 82 8 0 04 Sep 2023
On the Consistency and Robustness of Saliency Explanations for Time Series Classification Chiara Balestra Bin Li Emmanuel Muller FAtt XAI AAML AI4TS 40 2 0 04 Sep 2023
A Visual Interpretation-Based Self-Improved Classification System Using Virtual Adversarial Training Shuai Jiang Sayaka Kamei Chen Li Shengzhe Hou Yasuhiko Morimoto SSL 28 1 0 03 Sep 2023
Explainability for Large Language Models: A Survey Haiyan Zhao Hanjie Chen Fan Yang Ninghao Liu Huiqi Deng Hengyi Cai Shuaiqiang Wang D. Yin Jundong Li LRM 106 472 0 02 Sep 2023
Bias and Fairness in Large Language Models: A Survey Isabel O. Gallegos Ryan Rossi Joe Barrow Md Mehrab Tanjim Sungchul Kim Franck Dernoncourt Tong Yu Ruiyi Zhang Nesreen Ahmed AILaw 140 612 0 02 Sep 2023
Explainable Active Learning for Preference Elicitation Furkan Cantürk Reyhan Aydoğan 43 0 0 01 Sep 2023
Multitask Deep Learning for Accurate Risk Stratification and Prediction of Next Steps for Coronary CT Angiography Patients Juan Lu Bennamoun J. Stewart J. Eshraghian Yanbin Liu B. Chow Frank M. Sanfilippo Girish Dwivedi OOD 52 2 0 01 Sep 2023
Ethical Framework for Harnessing the Power of AI in Healthcare and Beyond Sidra Nasir Rizwan Ahmed Khan Samita Bai 83 34 0 31 Aug 2023
Learning Channel Importance for High Content Imaging with Interpretable Deep Input Channel Mixing Daniel Siegismund Mario Wieser S. Heyse Stephan Steigele 61 1 0 31 Aug 2023
Using machine learning to understand causal relationships between urban form and travel CO2 emissions across continents Felix Wagner Florian Nachtigall Lukas Franken Nikola Milojevic-Dupont R. Pereira Nicolas Koch J. Runge Marta C. González F. Creutzig AI4CE 43 1 0 31 Aug 2023
The Power of MEME: Adversarial Malware Creation with Model-Based Reinforcement Learning M. Rigaki Sebastian Garcia AAML 53 4 0 31 Aug 2023
Forecasting Emergency Department Crowding with Advanced Machine Learning Models and Multivariable Input Jalmari Tuominen Eetu Pulkkinen Jaakko Peltonen Juho Kanniainen N. Oksala A. Palomäki A. Roine 22 0 0 31 Aug 2023
Unsupervised discovery of Interpretable Visual Concepts Caroline Mazini Rodrigues Nicolas Boutry Laurent Najman FAtt 58 2 0 31 Aug 2023
Calibrated Explanations for Regression Tuwe Löfström Helena Lofstrom Ulf Johansson Cecilia Sönströd Rudy Matela XAI FAtt 61 2 0 30 Aug 2023
survex: an R package for explaining machine learning survival models Mikolaj Spytek Mateusz Krzyzinski Sophie Hanna Langbein Hubert Baniecki Marvin N. Wright P. Biecek 93 18 0 30 Aug 2023