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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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Evaluating Machine Learning Models with NERO: Non-Equivariance Revealed on Orbits Zhuokai Zhao Takumi Matsuzawa W. Irvine Michael Maire G. Kindlmann 92 2 0 31 May 2023
Beyond Rankings: Exploring the Impact of SERP Features on Organic Click-through Rates Erik Fubel Niclas Michael Groll Patrick Gundlach Qiwei Han Maximilian Kaiser 29 5 0 31 May 2023
Explainable AI for Malnutrition Risk Prediction from m-Health and Clinical Data Flavio Di Martino Franca Delmastro C. Dolciotti 69 1 0 31 May 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 172 0 0 31 May 2023
Explaining Hate Speech Classification with Model Agnostic Methods D. Nandini Ute Schmid 85 5 0 30 May 2023
InDL: A New Dataset and Benchmark for In-Diagram Logic Interpretation based on Visual Illusion Haobo Yang Wenyu Wang Zexin Cao Zhekai Duan Xuchen Liu VLM 49 0 0 28 May 2023
NeuroX Library for Neuron Analysis of Deep NLP Models Fahim Dalvi Hassan Sajjad Nadir Durrani 71 11 0 26 May 2023
Improving Neural Additive Models with Bayesian Principles Kouroche Bouchiat Alexander Immer Hugo Yèche Gunnar Rätsch Vincent Fortuin BDL MedIm 105 6 0 26 May 2023
Editable Graph Neural Network for Node Classifications Zirui Liu Zhimeng Jiang Shaochen Zhong Kaixiong Zhou Li Li Rui Chen Soo-Hyun Choi Helen Zhou 79 6 0 24 May 2023
Explaining the Uncertain: Stochastic Shapley Values for Gaussian Process Models Siu Lun Chau Krikamol Muandet Dino Sejdinovic FAtt 100 16 0 24 May 2023
Networks are Slacking Off: Understanding Generalization Problem in Image Deraining Jinjin Gu Xianzheng Ma Xiangtao Kong Yu Qiao Chao Dong 108 14 0 24 May 2023
RLBoost: Boosting Supervised Models using Deep Reinforcement Learning Eloy Anguiano Batanero Ángela Fernández Pascual Á. Jiménez OffRL 31 0 0 23 May 2023
MaNtLE: Model-agnostic Natural Language Explainer Rakesh R Menon Kerem Zaman Shashank Srivastava FAtt LRM 83 2 0 22 May 2023
DEGREE: Decomposition Based Explanation For Graph Neural Networks Qizhang Feng Ninghao Liu Fan Yang Ruixiang Tang Mengnan Du Helen Zhou 99 25 0 22 May 2023
Collaborative Development of NLP models Fereshte Khani Marco Tulio Ribeiro 80 2 0 20 May 2023
Deep PackGen: A Deep Reinforcement Learning Framework for Adversarial Network Packet Generation Soumyadeep Hore Jalal Ghadermazi Diwas Paudel Ankit Shah Tapas K. Das Nathaniel D. Bastian AAML 59 15 0 18 May 2023
BELLA: Black box model Explanations by Local Linear Approximations N. Radulovic Albert Bifet Fabian M. Suchanek FAtt 127 1 0 18 May 2023
Machine Learning and VIIRS Satellite Retrievals for Skillful Fuel Moisture Content Monitoring in Wildfire Management John S. Schreck William Petzke P. Jiménez Thomas Brummet J. Knievel E. James B. Kosović D. Gagne 31 8 0 17 May 2023
Nine tips for ecologists using machine learning Marine Desprez Vincent Miele O. Gimenez 121 3 0 17 May 2023
Unveiling the Potential of Counterfactuals Explanations in Employability Raphael Mazzine Barbosa de Oliveira S. Goethals Dieter Brughmans David Martens 57 2 0 17 May 2023
Consistent Multi-Granular Rationale Extraction for Explainable Multi-hop Fact Verification Jiasheng Si Yingjie Zhu Deyu Zhou AAML 131 4 0 16 May 2023
$Releasing Inequality Phenomenon in $\ell_{\infty}$-norm Adversarial Training via Input Gradient Distillation$ Releasing Inequality Phenomenon in $\ell_{\infty}$ -norm Adversarial Training via Input Gradient Distillation Junxi Chen Junhao Dong Xiaohua Xie Jianhuang Lai AAML 65 0 0 16 May 2023
Interpretability at Scale: Identifying Causal Mechanisms in Alpaca Zhengxuan Wu Atticus Geiger Thomas Icard Christopher Potts Noah D. Goodman MILM 87 93 0 15 May 2023
Differentiating Viral and Bacterial Infections: A Machine Learning Model Based on Routine Blood Test Values Gregor Guncar M. Kukar Tim Smole Saso Moskon T. Vovko ... M. Brvar Mateja Notar Manca Köster Marjeta Tuvsek Jelenc Marko Notar 30 4 0 13 May 2023
Asymmetric feature interaction for interpreting model predictions Xiaolei Lu Jianghong Ma Haode Zhang FAtt 77 4 0 12 May 2023
Revealing Patterns of Symptomatology in Parkinson's Disease: A Latent Space Analysis with 3D Convolutional Autoencoders E. D. D. L. Heras Francisco J. Martínez-Murcia I. A. Illán C. Jiménez-Mesa D. Castillo-Barnes J. Ramírez Juan M Gorriz 33 0 0 11 May 2023
Toxicity Inspector: A Framework to Evaluate Ground Truth in Toxicity Detection Through Feedback Huriyyah Althunayan Rahaf Bahlas Manar Alharbi Lena Alsuwailem Abeer Aldayel Rehab Alahmadi 54 0 0 11 May 2023
Technical Understanding from IML Hands-on Experience: A Study through a Public Event for Science Museum Visitors Wataru Kawabe Yuri Nakao Akihisa Shitara Yusuke Sugano 73 1 0 10 May 2023
Modelling Concurrency Bugs Using Machine Learning Teodor Rares Begu 34 0 0 08 May 2023
XAI in Computational Linguistics: Understanding Political Leanings in the Slovenian Parliament Bojan Evkoski Senja Pollak 38 2 0 08 May 2023
Uncertainty Quantification in Machine Learning for Engineering Design and Health Prognostics: A Tutorial V. Nemani Luca Biggio Xun Huan Zhen Hu Olga Fink Anh Tran Yan Wang Xiaoge Zhang Chao Hu AI4CE 118 81 0 07 May 2023
Neighboring Words Affect Human Interpretation of Saliency Explanations Tim Dockhorn Yaoliang Yu Heike Adel Mahdi Zolnouri V. Nia FAtt MILM 83 4 0 04 May 2023
Correlation-Driven Multi-Level Multimodal Learning for Anomaly Detection on Multiple Energy Sources Taehee Kim Yuxing Tang 55 1 0 01 May 2023
Interpreting Vision and Language Generative Models with Semantic Visual Priors Michele Cafagna L. Rojas-Barahona Kees van Deemter Albert Gatt FAtt VLM 59 3 0 28 Apr 2023
PhagoStat a scalable and interpretable end to end framework for efficient quantification of cell phagocytosis in neurodegenerative disease studies Mehdi Ounissi Morwena Latouche Daniel Racoceanu 66 2 0 26 Apr 2023
Towards clinical AI fairness: A translational perspective Mingxuan Liu Yilin Ning Salinelat Teixayavong M. Mertens Jie Xu ... Ravi Chandran Narrendar Fei Wang Leo Anthony Celi M. Ong Nan Liu FaML 61 0 0 26 Apr 2023
A Comparative Analysis of Multiple Methods for Predicting a Specific Type of Crime in the City of Chicago Deborah Djon Jitesh Jhawar Kieron Drumm Vincent Tran 18 1 0 26 Apr 2023
Sparse Private LASSO Logistic Regression Amol Khanna Fred Lu Edward Raff Brian Testa 77 3 0 24 Apr 2023
TIGTEC : Token Importance Guided TExt Counterfactuals Milan Bhan Jean-Noel Vittaut Nicolas Chesneau Marie-Jeanne Lesot 94 9 0 24 Apr 2023
SketchXAI: A First Look at Explainability for Human Sketches Zhiyu Qu Yulia Gryaditskaya Ke Li Kaiyue Pang Tao Xiang Yi-Zhe Song 89 8 0 23 Apr 2023
Reclaimer: A Reinforcement Learning Approach to Dynamic Resource Allocation for Cloud Microservices Quintin Fettes Avinash Karanth Razvan Bunescu Brandon Beckwith S. Subramoney 44 3 0 17 Apr 2023
Explanations of Black-Box Models based on Directional Feature Interactions A. Masoomi Davin Hill Zhonghui Xu C. Hersh E. Silverman P. Castaldi Stratis Ioannidis Jennifer Dy FAtt 90 20 0 16 Apr 2023
CAD-RADS scoring of coronary CT angiography with Multi-Axis Vision Transformer: a clinically-inspired deep learning pipeline Alessia Gerbasi A. Dagliati Giuseppe Albi M. Chiesa D. Andreini A. Baggiano S. Mushtaq G. Pontone Riccardo Bellazzi G. Colombo MedIm 43 6 0 14 Apr 2023
Cultural-aware Machine Learning based Analysis of COVID-19 Vaccine Hesitancy Raed Alharbi Sylvia M. Chan-Olmsted Huan-huan Chen My T. Thai 34 2 0 14 Apr 2023
Towards hypergraph cognitive networks as feature-rich models of knowledge Salvatore Citraro S. Deyne Massimo Stella Giulio Rossetti 42 2 0 13 Apr 2023
ODAM: Gradient-based instance-specific visual explanations for object detection Chenyang Zhao Antoni B. Chan FAtt 58 10 0 13 Apr 2023
Label-Free Concept Bottleneck Models Tuomas P. Oikarinen Subhro Das Lam M. Nguyen Tsui-Wei Weng 94 180 0 12 Apr 2023
Pretrained Embeddings for E-commerce Machine Learning: When it Fails and Why? Da Xu Bo Yang 76 3 0 09 Apr 2023
A Note on "Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms" Wei Ping Yue Liu TDI 86 44 0 09 Apr 2023
Runtime Variation in Big Data Analytics Yiwen Zhu Rathijit Sen Robert Horton John Mark Agosta Agosta 20 5 0 07 Apr 2023