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"Why Should I Trust You?": Explaining the Predictions of Any Classifier

16 February 2016

Papers citing ""Why Should I Trust You?": Explaining the Predictions of Any Classifier"

50 / 3,508 papers shown

Title
Enabling MCTS Explainability for Sequential Planning Through Computation Tree Logic Ziyan An Hendrik Baier Abhishek Dubey Ayan Mukhopadhyay Meiyi Ma LRM 61 5 0 15 Jul 2024
Understanding the Dependence of Perception Model Competency on Regions in an Image Sara Pohland Claire Tomlin 47 1 0 15 Jul 2024
TokenSHAP: Interpreting Large Language Models with Monte Carlo Shapley Value Estimation Roni Goldshmidt Miriam Horovicz LLMAG 48 14 0 14 Jul 2024
Robustness of Explainable Artificial Intelligence in Industrial Process Modelling Benedikt Kantz Clemens Staudinger C. Feilmayr Johannes Wachlmayr Alexander Haberl Stefan Schuster Franz Pernkopf 74 3 0 12 Jul 2024
Layer-Wise Relevance Propagation with Conservation Property for ResNet Seitaro Otsuki T. Iida Félix Doublet Tsubasa Hirakawa Takayoshi Yamashita H. Fujiyoshi Komei Sugiura FAtt 105 4 0 12 Jul 2024
Towards More Trustworthy and Interpretable LLMs for Code through Syntax-Grounded Explanations David Nader-Palacio Daniel Rodríguez-Cárdenas Alejandro Velasco Dipin Khati Kevin Moran Denys Poshyvanyk 87 6 0 12 Jul 2024
Attribution Methods in Asset Pricing: Do They Account for Risk? Dangxing Chen Yuan Gao FAtt 94 3 0 12 Jul 2024
Operationalizing the Blueprint for an AI Bill of Rights: Recommendations for Practitioners, Researchers, and Policy Makers Alex Oesterling Usha Bhalla Suresh Venkatasubramanian Himabindu Lakkaraju 70 3 0 11 Jul 2024
Towards Explainable Evolution Strategies with Large Language Models Jill Baumann Oliver Kramer 30 0 0 11 Jul 2024
Impact Measures for Gradual Argumentation Semantics Caren Al Anaissy Jérôme Delobelle Srdjan Vesic Bruno Yun 51 0 0 11 Jul 2024
Explainability of Sub-Field Level Crop Yield Prediction using Remote Sensing Hiba Najjar Miro Miranda Marlon Nuske R. Roscher A. Dengel 35 0 0 11 Jul 2024
fairBERTs: Erasing Sensitive Information Through Semantic and Fairness-aware Perturbations Jinfeng Li YueFeng Chen Xiangyu Liu Longtao Huang Rong Zhang Hui Xue AAML 60 0 0 11 Jul 2024
The Misclassification Likelihood Matrix: Some Classes Are More Likely To Be Misclassified Than Others Daniel Sikar Artur Garcez Robin Bloomfield Tillman Weyde Kaleem Peeroo Naman Singh Maeve Hutchinson Dany Laksono Mirela Reljan-Delaney 85 2 0 10 Jul 2024
Explaining Graph Neural Networks for Node Similarity on Graphs Daniel Daza C. Chu T. Tran Daria Stepanova Michael Cochez Paul T. Groth 53 1 0 10 Jul 2024
CHILLI: A data context-aware perturbation method for XAI Saif Anwar Nathan Griffiths A. Bhalerao T. Popham 69 0 0 10 Jul 2024
Towards A Comprehensive Visual Saliency Explanation Framework for AI-based Face Recognition Systems Yuhang Lu Zewei Xu Touradj Ebrahimi CVBM FAtt XAI 67 3 0 08 Jul 2024
Experiments with truth using Machine Learning: Spectral analysis and explainable classification of synthetic, false, and genuine information Vishnu S Pendyala Madhulika Dutta 61 0 0 07 Jul 2024
Explainable AI: Comparative Analysis of Normal and Dilated ResNet Models for Fundus Disease Classification P. N. Karthikayan Yoga Sri Varshan V Hitesh Gupta Kattamuri Umarani Jayaraman MedIm 26 2 0 07 Jul 2024
PDiscoFormer: Relaxing Part Discovery Constraints with Vision Transformers Ananthu Aniraj C. Dantas Dino Ienco Diego Marcos 65 2 0 05 Jul 2024
Regulating Model Reliance on Non-Robust Features by Smoothing Input Marginal Density Peiyu Yang Naveed Akhtar Mubarak Shah Ajmal Mian AAML 58 1 0 05 Jul 2024
Understanding the Role of Invariance in Transfer Learning Till Speicher Vedant Nanda Krishna P. Gummadi SSL OOD 75 1 0 05 Jul 2024
Learning Interpretable Differentiable Logic Networks Chang Yue N. Jha NAI AI4CE 57 1 0 04 Jul 2024
A Critical Assessment of Interpretable and Explainable Machine Learning for Intrusion Detection Omer Subasi J. Cree Joseph Manzano Elena Peterson AAML 55 2 0 04 Jul 2024
A Survey on Natural Language Counterfactual Generation Yongjie Wang Xiaoqi Qiu Yu Yue Xu Guo Zhiwei Zeng Yuhong Feng Zhiqi Shen 59 9 0 04 Jul 2024
DocXplain: A Novel Model-Agnostic Explainability Method for Document Image Classification S. Saifullah S. Agne Andreas Dengel Sheraz Ahmed 119 0 0 04 Jul 2024
Machine Learning for Economic Forecasting: An Application to China's GDP Growth Yanqing Yang Xingcheng Xu Jinfeng Ge Yan Xu 40 2 0 04 Jul 2024
VCHAR:Variance-Driven Complex Human Activity Recognition framework with Generative Representation Yuan Sun Navid Salami Pargoo Taqiya Ehsan Zhao Zhang Jorge Ortiz HAI 37 3 0 03 Jul 2024
How Reliable and Stable are Explanations of XAI Methods? José Ribeiro Lucas F. F. Cardoso Vitor Santos Eduardo Carvalho Nikolas Carneiro Ronnie Cley de Oliveira Alves XAI 115 1 0 03 Jul 2024
Revisiting the Performance of Deep Learning-Based Vulnerability Detection on Realistic Datasets Partha Chakraborty Krishna Kanth Arumugam Mahmoud Alfadel Meiyappan Nagappan Shane McIntosh 53 1 0 03 Jul 2024
Semantically Rich Local Dataset Generation for Explainable AI in Genomics Pedro Barbosa Rosina Savisaar Alcides Fonseca 73 0 0 03 Jul 2024
Reinforcement Learning and Machine ethics:a systematic review Ajay Vishwanath Louise A. Dennis Marija Slavkovik 84 1 0 02 Jul 2024
A Practical Review of Mechanistic Interpretability for Transformer-Based Language Models Daking Rai Yilun Zhou Shi Feng Abulhair Saparov Ziyu Yao 160 33 0 02 Jul 2024
NLPGuard: A Framework for Mitigating the Use of Protected Attributes by NLP Classifiers Salvatore Greco Ke Zhou L. Capra Tania Cerquitelli Daniele Quercia 51 2 0 01 Jul 2024
FairLay-ML: Intuitive Debugging of Fairness in Data-Driven Social-Critical Software Normen Yu Luciana Carreon Gang Tan Saeid Tizpaz-Niari 39 2 0 01 Jul 2024
Integrated feature analysis for deep learning interpretation and class activation maps Yanli Li Tahereh Hassanzadeh D. Shamonin Monique Reijnierse A. H. V. D. H. Mil B. Stoel 62 0 0 01 Jul 2024
Restyling Unsupervised Concept Based Interpretable Networks with Generative Models Jayneel Parekh Quentin Bouniot Pavlo Mozharovskyi A. Newson Florence dÁlché-Buc SSL 129 1 0 01 Jul 2024
Interpreting Pretrained Speech Models for Automatic Speech Assessment of Voice Disorders Hok-Shing Lau Mark Huntly Nathon Morgan Adesua Iyenoma Biao Zeng Tim Bashford 82 1 0 29 Jun 2024
Explainability of Machine Learning Models under Missing Data Tuan L. Vo T. Nguyen Hugo Lewi Hammer Michael A. Riegler Pål Halvorsen Pal Halvorsen 129 2 0 29 Jun 2024
ShapG: new feature importance method based on the Shapley value Chi Zhao Jing Liu Elena Parilina FAtt 261 4 0 29 Jun 2024
Efficient and Accurate Explanation Estimation with Distribution Compression Hubert Baniecki Giuseppe Casalicchio Bernd Bischl Przemyslaw Biecek FAtt 101 4 0 26 Jun 2024
Enabling Regional Explainability by Automatic and Model-agnostic Rule Extraction Yu Chen Tianyu Cui Alexander Capstick Nan Fletcher-Loyd Payam Barnaghi 56 0 0 25 Jun 2024
A Moonshot for AI Oracles in the Sciences Bryan Kaiser Tailin Wu Maike Sonnewald Colin Thackray Skylar Callis AI4CE 51 0 0 25 Jun 2024
Large Language Models are Interpretable Learners Ruochen Wang Si Si Felix X. Yu Dorothea Wiesmann Cho-Jui Hsieh Inderjit Dhillon 77 3 0 25 Jun 2024
AND: Audio Network Dissection for Interpreting Deep Acoustic Models Tung-Yu Wu Yu-Xiang Lin Tsui-Wei Weng 96 2 0 24 Jun 2024
CAVE: Controllable Authorship Verification Explanations Sahana Ramnath Kartik Pandey Elizabeth Boschee Xiang Ren 113 2 0 24 Jun 2024
What Do VLMs NOTICE? A Mechanistic Interpretability Pipeline for Gaussian-Noise-free Text-Image Corruption and Evaluation Michal Golovanevsky William Rudman Vedant Palit Ritambhara Singh Carsten Eickhoff 116 2 0 24 Jun 2024
A Review of Global Sensitivity Analysis Methods and a comparative case study on Digit Classification Zahra Sadeghi Stan Matwin 61 1 0 23 Jun 2024
Reading Is Believing: Revisiting Language Bottleneck Models for Image Classification Honori Udo Takafumi Koshinaka VLM 64 0 0 22 Jun 2024
Privacy Implications of Explainable AI in Data-Driven Systems Fatima Ezzeddine 48 3 0 22 Jun 2024
MOUNTAINEER: Topology-Driven Visual Analytics for Comparing Local Explanations Parikshit Solunke Vitória Guardieiro Joao Rulff Peter Xenopoulos G. Chan Brian Barr L. G. Nonato Claudio Silva 64 3 0 21 Jun 2024