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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
XAI in Automated Fact-Checking? The Benefits Are Modest and There's No One-Explanation-Fits-All Gionnieve Lim S. Perrault 81 1 0 07 Aug 2023
APBench: A Unified Benchmark for Availability Poisoning Attacks and Defenses Tianrui Qin Xitong Gao Juanjuan Zhao Kejiang Ye Chengjie Xu AAML 59 6 0 07 Aug 2023
Precise Benchmarking of Explainable AI Attribution Methods Rafael Brandt Daan Raatjens G. Gaydadjiev XAI 67 4 0 06 Aug 2023
Machine learning methods for the search for L&T brown dwarfs in the data of modern sky surveys A. Avdeeva 18 3 0 06 Aug 2023
Explainable Deep Learning-based Solar Flare Prediction with post hoc Attention for Operational Forecasting Chetraj Pandey R. Angryk M. Georgoulis Berkay Aydin 41 6 0 04 Aug 2023
Universal Approximation of Linear Time-Invariant (LTI) Systems through RNNs: Power of Randomness in Reservoir Computing Shashank Jere Lizhong Zheng Karim A. Said Lingjia Liu 56 2 0 04 Aug 2023
Can Attention Be Used to Explain EHR-Based Mortality Prediction Tasks: A Case Study on Hemorrhagic Stroke Qizhang Feng Jiayi Yuan F. B. Emdad Karim Hanna Helen Zhou Zhe He 36 5 0 04 Aug 2023
Unmasking Parkinson's Disease with Smile: An AI-enabled Screening Framework Tariq Adnan Md. Saiful Islam Wasifur Rahman Sangwu Lee Sutapa Dey Tithi Kazi Noshin Imran Sarker M. S. Rahman E. Hoque CVBM 24 2 0 03 Aug 2023
Assessing Systematic Weaknesses of DNNs using Counterfactuals Sujan Sai Gannamaneni Michael Mock Maram Akila AAML 66 4 0 03 Aug 2023
$Interpretable Machine Learning for Discovery: Statistical Challenges \& Opportunities$ Interpretable Machine Learning for Discovery: Statistical Challenges \& Opportunities Genevera I. Allen Luqin Gan Lili Zheng 89 9 0 02 Aug 2023
Machine Learning Small Molecule Properties in Drug Discovery Nikolai Schapin Maciej Majewski Alejandro Varela-Rial C. Arroniz Gianni De Fabritiis 47 12 0 02 Aug 2023
Sea level Projections with Machine Learning using Altimetry and Climate Model ensembles S. Sinha J. Fasullo R. S. Nerem C. Monteleoni AI4Cl 14 1 0 02 Aug 2023
LLMs Understand Glass-Box Models, Discover Surprises, and Suggest Repairs Ben Lengerich Sebastian Bordt Harsha Nori M. Nunnally Y. Aphinyanaphongs Manolis Kellis Rich Caruana 69 10 0 02 Aug 2023
An Exact Kernel Equivalence for Finite Classification Models Brian Bell Michaela Geyer David Glickenstein Amanda Fernandez Juston Moore 94 3 0 01 Aug 2023
Copula for Instance-wise Feature Selection and Ranking Hanyu Peng Guanhua Fang P. Li 54 3 0 01 Aug 2023
Fair Models in Credit: Intersectional Discrimination and the Amplification of Inequity S. Kim Stefan Lessmann G. Andreeva Michael Rovatsos FaML 71 5 0 01 Aug 2023
Exploring the Role of Explainability in AI-Assisted Embryo Selection Lucia Urcelay Daniel Hinjos Pablo A. Martin-Torres M. González M. Méndez Salva Cívico Sergio Alvarez-Napagao Dario Garcia-Gasulla 19 2 0 01 Aug 2023
LimeAttack: Local Explainable Method for Textual Hard-Label Adversarial Attack HaiXiang Zhu Zhaoqing Yang Weiwei Shang Yuren Wu AAML FAtt 80 3 0 01 Aug 2023
Attribution-Scores in Data Management and Explainable Machine Learning Leopoldo Bertossi XAI FAtt CML 64 1 0 31 Jul 2023
Formally Explaining Neural Networks within Reactive Systems Shahaf Bassan Guy Amir Davide Corsi Idan Refaeli Guy Katz AAML 111 17 0 31 Jul 2023
Using Kernel SHAP XAI Method to optimize the Network Anomaly Detection Model Khushnaseeb Roshan Aasim Zafar 82 17 0 31 Jul 2023
MetaCAM: Ensemble-Based Class Activation Map Emily Kaczmarek Olivier X. Miguel Alexa C. Bowie R. Ducharme Alysha L. J. Dingwall-Harvey S. Hawken Christine M. Armour Mark C. Walker Kevin Dick MedIm 77 3 0 31 Jul 2023
Alpha-GPT: Human-AI Interactive Alpha Mining for Quantitative Investment Saizhuo Wang Hang Yuan Leon Zhou L. Ni H. Shum Jian Guo 67 25 0 31 Jul 2023
An Efficient Shapley Value Computation for the Naive Bayes Classifier V. Lemaire Fabrice Clérot Marc Boullé FAtt 46 1 0 31 Jul 2023
Deep Learning and Computer Vision for Glaucoma Detection: A Review Mona Ashtari-Majlan Mohammad Mahdi Dehshibi David Masip 74 11 0 31 Jul 2023
Predicting delays in Indian lower courts using AutoML and Decision Forests M. Bhatnagar Shivraj Huchhanavar 83 1 0 30 Jul 2023
Validating polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 Challenges Debesh Jha Vanshali Sharma Debapriya Banik Debayan Bhattacharya K. Roy ... Sharib Ali Michael A. Riegler Pål Halvorsen Thomas de Lange Ulas Bagci 96 1 0 30 Jul 2023
Redundancy-aware unsupervised rankings for collections of gene sets Chiara Balestra C. Maj Emmanuel Muller Andreas Mayr 45 0 0 30 Jul 2023
Towards the Visualization of Aggregated Class Activation Maps to Analyse the Global Contribution of Class Features Igor Cherepanov D. Sessler Alex Ulmer Hendrik Lücke-Tieke Jörn Kohlhammer FAtt 74 0 0 29 Jul 2023
Explaining Full-disk Deep Learning Model for Solar Flare Prediction using Attribution Methods Chetraj Pandey R. Angryk Berkay Aydin FAtt 53 10 0 29 Jul 2023
DeepTSF: Codeless machine learning operations for time series forecasting Sotiris Pelekis Evangelos Karakolis Theodosios Pountridis Georgios Kormpakis G. Lampropoulos S. Mouzakitis D. Askounis AI4TS AI4CE 48 11 0 28 Jul 2023
SAFE: Saliency-Aware Counterfactual Explanations for DNN-based Automated Driving Systems Amir Samadi A. Shirian K. Koufos Kurt Debattista M. Dianati AAML FAtt LRM 91 8 0 28 Jul 2023
When to generate hedges in peer-tutoring interactions Alafate Abulimiti Chloé Clavel Justine Cassell 49 4 0 28 Jul 2023
Toward Transparent Sequence Models with Model-Based Tree Markov Model Chan Hsu Wei-Ping Huang Jun-Ting Wu Chih-Yuan Li Yihuang Kang 56 0 0 28 Jul 2023
Confident Feature Ranking Bitya Neuhof Y. Benjamini FAtt 82 3 0 28 Jul 2023
Is this model reliable for everyone? Testing for strong calibration Jean Feng Alexej Gossmann Romain Pirracchio N. Petrick Gene Pennello B. Sahiner 59 5 0 28 Jul 2023
RAI Guidelines: Method for Generating Responsible AI Guidelines Grounded in Regulations and Usable by (Non-)Technical Roles Marios Constantinides Edyta Bogucka Daniele Quercia Susanna Kallio Mohammad Tahaei 87 13 0 27 Jul 2023
Discriminative Feature Attributions: Bridging Post Hoc Explainability and Inherent Interpretability Usha Bhalla Suraj Srinivas Himabindu Lakkaraju FAtt CML 81 7 0 27 Jul 2023
Retrieval-based Text Selection for Addressing Class-Imbalanced Data in Classification Sareh Ahmadi Aditya Shah Edward A. Fox 24 1 0 27 Jul 2023
Modeling Inverse Demand Function with Explainable Dual Neural Networks Zhiyu Cao Zihan Chen P. Mishra Hamed Amini Zachary Feinstein 69 3 0 26 Jul 2023
ForestMonkey: Toolkit for Reasoning with AI-based Defect Detection and Classification Models Jiajun Zhang Georgina Cosma S. L. Bugby Jason Watkins 38 1 0 25 Jul 2023
Argument Attribution Explanations in Quantitative Bipolar Argumentation Frameworks (Technical Report) Xiang Yin Nico Potyka Francesca Toni 59 7 0 25 Jul 2023
Evaluating the reliability of automatically generated pedestrian and bicycle crash surrogates Agnimitra Sengupta S. I. Guler Vikash V. Gayah Shannon Warchol 19 1 0 24 Jul 2023
Neural Bradley-Terry Rating: Quantifying Properties from Comparisons Satoru Fujii 58 0 0 24 Jul 2023
Identifying drivers and mitigators for congestion and redispatch in the German electric power system with explainable AI Maurizio Titz Sebastian Pütz D. Witthaut 49 16 0 24 Jul 2023
Right for the Wrong Reason: Can Interpretable ML Techniques Detect Spurious Correlations? Susu Sun Lisa M. Koch Christian F. Baumgartner 94 16 0 23 Jul 2023
HealthPrism: A Visual Analytics System for Exploring Children's Physical and Mental Health Profiles with Multimodal Data Zhihan Jiang Handi Chen Rui Zhou Jing Deng Xinchen Zhang Running Zhao Cong Xie Yifang Wang Edith C.H. Ngai 108 6 0 23 Jul 2023
Early Prediction of Alzheimers Disease Leveraging Symptom Occurrences from Longitudinal Electronic Health Records of US Military Veterans Rumeng Li Xun Wang D. Berlowitz Brian H. Silver Wen Hu Heather Keating Raelene Goodwin Weisong Liu Honghuang Lin Hong Yu 57 1 0 23 Jul 2023
Identifying contributors to supply chain outcomes in a multi-echelon setting: a decentralised approach Stefan Schoepf Jack Foster Alexandra Brintrup 76 1 0 22 Jul 2023
Morphological Image Analysis and Feature Extraction for Reasoning with AI-based Defect Detection and Classification Models Jiajun Zhang Georgina Cosma S. L. Bugby Axel Finke Jason Watkins 21 3 0 21 Jul 2023