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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
ContextCite: Attributing Model Generation to Context Benjamin Cohen-Wang Harshay Shah Kristian Georgiev Aleksander Madry LRM 68 29 0 01 Sep 2024
Deep Knowledge-Infusion For Explainable Depression Detection Sumit Dalal Sarika Jain M. Dave 52 2 0 01 Sep 2024
Comparative Analysis of Modality Fusion Approaches for Audio-Visual Person Identification and Verification Aref Farhadipour Masoumeh Chapariniya Teodora Vukovic Volker Dellwo 58 2 0 31 Aug 2024
Advancing Machine Learning in Industry 4.0: Benchmark Framework for Rare-event Prediction in Chemical Processes Vikram Sudarshan Warren D. Seider 86 2 0 31 Aug 2024
Towards Symbolic XAI -- Explanation Through Human Understandable Logical Relationships Between Features Thomas Schnake Farnoush Rezaei Jafaria Jonas Lederer Ping Xiong Shinichi Nakajima Stefan Gugler G. Montavon Klaus-Robert Müller 69 4 0 30 Aug 2024
Explainable Artificial Intelligence: A Survey of Needs, Techniques, Applications, and Future Direction Melkamu Mersha Khang Lam Joseph Wood Ali AlShami Jugal Kalita XAI AI4TS 281 34 0 30 Aug 2024
A Survey for Large Language Models in Biomedicine Chong Wang Mengyao Li Junjun He Zhongruo Wang Erfan Darzi ... Yi Yu Pietro Liò Tianyun Wang Yu Guang Wang Yiqing Shen LM&MA 108 13 0 29 Aug 2024
Coalitions of AI-based Methods Predict 15-Year Risks of Breast Cancer Metastasis Using Real-World Clinical Data with AUC up to 0.9 Xia Jiang Yijun Zhou Alan Wells A. Brufsky OOD AI4CE 61 0 0 29 Aug 2024
What Machine Learning Tells Us About the Mathematical Structure of Concepts Jun Otsuka 59 0 0 28 Aug 2024
Subgroup Analysis via Model-based Rule Forest I-Ling Cheng Chan Hsu Chantung Ku Pei-Ju Lee Yihuang Kang 23 0 0 27 Aug 2024
GINN-KAN: Interpretability pipelining with applications in Physics Informed Neural Networks Nisal Ranasinghe Yu Xia Sachith Seneviratne Saman K. Halgamuge 70 4 0 27 Aug 2024
Logic interpretations of ANN partition cells Ingo Schmitt 22 0 0 26 Aug 2024
PAGE: Parametric Generative Explainer for Graph Neural Network Yang Qiu Wei Liu Jun Wang Ruixuan Li BDL 76 0 0 26 Aug 2024
A prototype-based model for set classification Mohammad Mohammadi Sreejita Ghosh VLM 169 1 0 25 Aug 2024
Learning from the few: Fine-grained approach to pediatric wrist pathology recognition on a limited dataset Ammar Ahmed Ali Shariq Imran Zenun Kastrati Sher Muhammad Daudpota Mohib Ullah Waheed Noord 73 1 0 24 Aug 2024
How to Measure Human-AI Prediction Accuracy in Explainable AI Systems Sujay Koujalgi Andrew Anderson Iyadunni Adenuga Shikha Soneji Rupika Dikkala ... Leo Soccio Sourav Panda Rupak Kumar Das Margaret Burnett Jonathan Dodge 64 2 0 23 Aug 2024
Interpretable breast cancer classification using CNNs on mammographic images Ann-Kristin Balve Peter Hendrix 20 2 0 23 Aug 2024
Flexible categorization using formal concept analysis and Dempster-Shafer theory Marcel Boersma Krishna Manoorkar A. Palmigiano Mattia Panettiere Apostolos Tzimoulis Nachoem Wijnberg 30 0 0 23 Aug 2024
VALE: A Multimodal Visual and Language Explanation Framework for Image Classifiers using eXplainable AI and Language Models Purushothaman Natarajan Athira Nambiar AAML 38 3 0 23 Aug 2024
Pruning By Explaining Revisited: Optimizing Attribution Methods to Prune CNNs and Transformers Sayed Mohammad Vakilzadeh Hatefi Maximilian Dreyer Reduan Achtibat Thomas Wiegand Wojciech Samek Sebastian Lapuschkin ViT 61 4 0 22 Aug 2024
Neural Symbolic Logical Rule Learner for Interpretable Learning Bowen Wei Ziwei Zhu AI4CE 48 0 0 21 Aug 2024
Counterfactuals As a Means for Evaluating Faithfulness of Attribution Methods in Autoregressive Language Models Sepehr Kamahi Yadollah Yaghoobzadeh 94 0 0 21 Aug 2024
Contextual Importance and Utility in Python: New Functionality and Insights with the py-ciu Package Kary Främling 21 0 0 19 Aug 2024
Attribution Analysis Meets Model Editing: Advancing Knowledge Correction in Vision Language Models with VisEdit Qizhou Chen Taolin Zhang Chengyu Wang Xiaofeng He Dakan Wang Tingting Liu KELM 116 4 0 19 Aug 2024
LCE: A Framework for Explainability of DNNs for Ultrasound Image Based on Concept Discovery Weiji Kong Xun Gong Juan Wang 26 1 0 19 Aug 2024
Multi-Agent Reinforcement Learning for Autonomous Driving: A Survey Ruiqi Zhang Jing Hou Florian Walter Shangding Gu Jiayi Guan Florian Röhrbein Yali Du Panpan Cai G. Chen Alois Knoll 89 15 0 19 Aug 2024
A Transparency Paradox? Investigating the Impact of Explanation Specificity and Autonomous Vehicle Perceptual Inaccuracies on Passengers Daniel Omeiza Raunak P. Bhattacharyya Marina Jirotka Nick Hawes Lars Kunze 58 0 0 16 Aug 2024
Enhancing Model Interpretability with Local Attribution over Global Exploration Zhiyu Zhu Zhibo Jin Jiayu Zhang Huaming Chen FAtt 53 4 0 14 Aug 2024
Interpretable Graph Neural Networks for Heterogeneous Tabular Data Amr Alkhatib Henrik Bostrom LMTD 72 1 0 14 Aug 2024
KAN You See It? KANs and Sentinel for Effective and Explainable Crop Field Segmentation Daniele Rege Cambrin Eleonora Poeta Eliana Pastor Tania Cerquitelli Elena Baralis Paolo Garza 67 11 0 13 Aug 2024
Measuring User Understanding in Dialogue-based XAI Systems Dimitry Mindlin A. Robrecht Michael Morasch Philipp Cimiano 54 3 0 13 Aug 2024
Misfitting With AI: How Blind People Verify and Contest AI Errors Rahaf Alharbi P. Lor Jaylin Herskovitz S. Schoenebeck Robin Brewer 72 13 0 13 Aug 2024
Fooling SHAP with Output Shuffling Attacks Jun Yuan Aritra Dasgupta 67 1 0 12 Aug 2024
Cluster-Segregate-Perturb (CSP): A Model-agnostic Explainability Pipeline for Spatiotemporal Land Surface Forecasting Models Tushar Verma Sudipan Saha 96 0 0 12 Aug 2024
Quantum Gradient Class Activation Map for Model Interpretability Hsin-Yi Lin Huan-Hsin Tseng Samuel Yen-Chi Chen Shinjae Yoo FAtt 67 8 0 12 Aug 2024
PRECISe : Prototype-Reservation for Explainable Classification under Imbalanced and Scarce-Data Settings Vaibhav Ganatra Drishti Goel 58 0 0 11 Aug 2024
HistoKernel: Whole Slide Image Level Maximum Mean Discrepancy Kernels for Pan-Cancer Predictive Modelling Piotr Keller Muhammad Dawood B. Chohan F. Minhas VLM 59 1 0 09 Aug 2024
GLEAMS: Bridging the Gap Between Local and Global Explanations Giorgio Visani Vincenzo Stanzione Damien Garreau FAtt 29 0 0 09 Aug 2024
Axiomatic Characterisations of Sample-based Explainers Leila Amgoud Martin Cooper Salim Debbaoui FAtt 72 1 0 09 Aug 2024
Audio-visual cross-modality knowledge transfer for machine learning-based in-situ monitoring in laser additive manufacturing Jiarui Xie Mutahar Safdar Lequn Chen Seung Ki Moon Y. Zhao 90 1 0 09 Aug 2024
More Questions than Answers? Lessons from Integrating Explainable AI into a Cyber-AI Tool Ashley Suh Harry Li Caitlin Kenney Kenneth Alperin Steven R. Gomez AAML 32 2 0 08 Aug 2024
Improving Network Interpretability via Explanation Consistency Evaluation Hefeng Wu Hao Jiang Keze Wang Ziyi Tang Xianghuan He Liang Lin FAtt AAML 83 0 0 08 Aug 2024
SCENE: Evaluating Explainable AI Techniques Using Soft Counterfactuals Haoran Zheng Utku Pamuksuz 85 0 0 08 Aug 2024
Design of a Quality Management System based on the EU Artificial Intelligence Act Henryk Mustroph Stefanie Rinderle-Ma 45 1 0 08 Aug 2024
An Explainable Non-local Network for COVID-19 Diagnosis Jingfu Yang Peng Huang Jing Hu Shu Hu Siwei Lyu Xin Wang Jun Guo Xi Wu 77 2 0 08 Aug 2024
Dilated Convolution with Learnable Spacings makes visual models more aligned with humans: a Grad-CAM study Rabih Chamas Ismail Khalfaoui-Hassani T. Masquelier 40 0 0 06 Aug 2024
Backward explanations via redefinition of predicates Léo Saulières Martin C. Cooper F. D. D. S. Cyr 47 0 0 05 Aug 2024
Explain via Any Concept: Concept Bottleneck Model with Open Vocabulary Concepts Andong Tan Fengtao Zhou Hao Chen VLM 74 5 0 05 Aug 2024
KAN we improve on HEP classification tasks? Kolmogorov-Arnold Networks applied to an LHC physics example Johannes Erdmann F. Mausolf Jan Lukas Späh 194 4 0 05 Aug 2024
Joint Universal Adversarial Perturbations with Interpretations Liang-bo Ning Zeyu Dai Wenqi Fan Jingran Su Chao Pan Luning Wang Qing Li AAML 68 2 0 03 Aug 2024