A Unified Approach to Interpreting Model Predictions

22 May 2017

Papers citing "A Unified Approach to Interpreting Model Predictions"

50 / 1,823 papers shown

Title
Better Explain Transformers by Illuminating Important Information Linxin Song Yan Cui Ao Luo Freddy Lecue Irene Li FAtt 49 1 0 18 Jan 2024
Meme-ingful Analysis: Enhanced Understanding of Cyberbullying in Memes Through Multimodal Explanations Prince Jha Krishanu Maity Raghav Jain Apoorv Verma Sriparna Saha P. Bhattacharyya 49 7 0 18 Jan 2024
Explaining Drift using Shapley Values N. Edakunni Utkarsh Tekriwal Anukriti Jain FAtt FedML 15 0 0 18 Jan 2024
eipy: An Open-Source Python Package for Multi-modal Data Integration using Heterogeneous Ensembles Jamie J. R. Bennett Yan Chak Li Gaurav Pandey 28 1 0 17 Jan 2024
Cross-lingual Offensive Language Detection: A Systematic Review of Datasets, Transfer Approaches and Challenges Aiqi Jiang A. Zubiaga AAML 60 4 0 17 Jan 2024
Detecting Post-Stroke Aphasia Via Brain Responses to Speech in a Deep Learning Framework Pieter De Clercq Corentin Puffay J. Kries Hugo Van hamme M. Vandermosten T. Francart Jonas Vanthornhout 28 3 0 17 Jan 2024
Contribution Functions for Quantitative Bipolar Argumentation Graphs: A Principle-based Analysis T. Kampik Nico Potyka Xiang Yin K. Čyras Francesca Toni 58 6 0 16 Jan 2024
B-Cos Aligned Transformers Learn Human-Interpretable Features Manuel Tran Amal Lahiani Yashin Dicente Cid Melanie Boxberg Peter Lienemann C. Matek S. J. Wagner Fabian J. Theis Eldad Klaiman Tingying Peng MedIm ViT 36 2 0 16 Jan 2024
Explaining Time Series via Contrastive and Locally Sparse Perturbations Zichuan Liu Yingying Zhang Tianchun Wang Zefan Wang Dongsheng Luo ... Min Wu Yi Wang Chunlin Chen Lunting Fan Qingsong Wen 76 10 0 16 Jan 2024
A Framework for Scalable Ambient Air Pollution Concentration Estimation Liam J Berrisford Lucy S Neal Helen J Buttery Benjamin R Evans Ronaldo Menezes 28 2 0 16 Jan 2024
DiConStruct: Causal Concept-based Explanations through Black-Box Distillation Ricardo Moreira Jacopo Bono Mário Cardoso Pedro Saleiro Mário A. T. Figueiredo P. Bizarro CML 64 5 0 16 Jan 2024
MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level Image-Concept Alignment Yequan Bie Luyang Luo Hao Chen 66 15 0 16 Jan 2024
X Hacking: The Threat of Misguided AutoML Rahul Sharma Sergey Redyuk Sumantrak Mukherjee Andrea Sipka Sebastian Vollmer David Selby 51 2 0 16 Jan 2024
Explainable Predictive Maintenance: A Survey of Current Methods, Challenges and Opportunities Logan Cummins Alexander Sommers Somayeh Bakhtiari Ramezani Sudip Mittal Joseph E. Jabour Maria Seale Shahram Rahimi 57 21 0 15 Jan 2024
Combining Machine Learning and Ontology: A Systematic Literature Review Sarah Ghidalia Ouassila Labbani-Narsis Aurélie Bertaux Christophe Nicolle AI4CE 47 6 0 15 Jan 2024
LookAhead: Preventing DeFi Attacks via Unveiling Adversarial Contracts Shoupeng Ren Tianyu Tu Jian Liu Di Wu Kui Ren Kui Ren Chun Chen AAML 48 3 0 14 Jan 2024
An Axiomatic Approach to Model-Agnostic Concept Explanations Zhili Feng Michal Moshkovitz Dotan Di Castro J. Zico Kolter LRM 44 0 0 12 Jan 2024
Decoupling Pixel Flipping and Occlusion Strategy for Consistent XAI Benchmarks Stefan Blücher Johanna Vielhaben Nils Strodthoff AAML 84 20 0 12 Jan 2024
ML-On-Rails: Safeguarding Machine Learning Models in Software Systems A Case Study Hala Abdelkader Mohamed Abdelrazek Scott Barnett Jean-Guy Schneider Priya Rani Rajesh Vasa 66 3 0 12 Jan 2024
Sanity Checks Revisited: An Exploration to Repair the Model Parameter Randomisation Test Anna Hedström Leander Weber Sebastian Lapuschkin Marina M.-C. Höhne LRM 76 4 0 12 Jan 2024
Knowledge-Informed Machine Learning for Cancer Diagnosis and Prognosis: A review Lingchao Mao Hairong Wang Leland S. Hu Nhan L Tran Peter D Canoll Kristin R Swanson Jing Li 117 6 0 12 Jan 2024
Interpretable deep learning in single-cell omics Manoj M Wagle Siqu Long Carissa Chen Chun-Lin Liu Pengyi Yang AI4CE 81 5 0 11 Jan 2024
Decoding AI's Nudge: A Unified Framework to Predict Human Behavior in AI-assisted Decision Making Zhuoyan Li Zhuoran Lu Ming Yin 31 12 0 11 Jan 2024
Transparency as Delayed Observability in Multi-Agent Systems Kshama Dwarakanath Svitlana Vyetrenko Toks Oyebode T. Balch AI4CE 104 0 0 10 Jan 2024
Useful Blunders: Can Automated Speech Recognition Errors Improve Downstream Dementia Classification? Changye Li Weizhe Xu Trevor Cohen Serguei V. S. Pakhomov 78 8 0 10 Jan 2024
Learning effective good variables from physical data Giulio Barletta G. Trezza E. Chiavazzo 45 3 0 10 Jan 2024
An Analysis of User Behaviors for Objectively Evaluating Spoken Dialogue Systems K. Inoue Divesh Lala Keiko Ochi Tatsuya Kawahara Gabriel Skantze 41 1 0 10 Jan 2024
GNNShap: Scalable and Accurate GNN Explanation using Shapley Values Selahattin Akkas Ariful Azad FAtt 86 3 0 09 Jan 2024
Towards Explainable Artificial Intelligence (XAI): A Data Mining Perspective Haoyi Xiong Xuhong Li Xiaofei Zhang Jiamin Chen Xinhao Sun Yuchen Li Zeyi Sun Jundong Li XAI 77 8 0 09 Jan 2024
Explaining the Power of Topological Data Analysis in Graph Machine Learning Funmilola Mary Taiwo Umar Islambekov Cüneyt Gürcan Akçora AI4CE 76 3 0 08 Jan 2024
Identifying Important Group of Pixels using Interactions Kosuke Sumiyasu Kazuhiko Kawamoto Hiroshi Kera 45 2 0 08 Jan 2024
Detecting Anomalies in Blockchain Transactions using Machine Learning Classifiers and Explainability Analysis Mohammad Hasan Mohammad Shahriar Rahman Helge Janicke Iqbal H. Sarker 53 24 0 07 Jan 2024
Manifold-based Shapley for SAR Recognization Network Explanation Xuran Hu Mingzhe Zhu Yuanjing Liu Zhenpeng Feng Ljubiša Stanković FAtt GAN 54 3 0 06 Jan 2024
Large Language Models in Plant Biology H. Lam Xing Er Ong Marek Mutwil 26 19 0 05 Jan 2024
Verifying Relational Explanations: A Probabilistic Approach Abisha Thapa Magar Anup Shakya Somdeb Sarkhel Deepak Venugopal 35 0 0 05 Jan 2024
Beyond Fidelity: Explaining Vulnerability Localization of Learning-based Detectors Baijun Cheng Shengming Zhao Kailong Wang Meizhen Wang Guangdong Bai Ruitao Feng Yao Guo Lei Ma Haoyu Wang FAtt AAML 61 7 0 05 Jan 2024
Model-Agnostic Interpretation Framework in Machine Learning: A Comparative Study in NBA Sports Shun Liu 32 0 0 05 Jan 2024
Towards Modeling Uncertainties of Self-explaining Neural Networks via Conformal Prediction Wei Qian Chenxu Zhao Yangyi Li Fenglong Ma Chao Zhang Mengdi Huai UQCV 75 3 0 03 Jan 2024
Intelligent Condition Monitoring of Industrial Plants: An Overview of Methodologies and Uncertainty Management Strategies Maryam Ahang Todd Charter Oluwaseyi Ogunfowora Maziyar Khadivi Mostafa Abbasi Homayoun Najjaran AI4CE 66 2 0 03 Jan 2024
Skin cancer diagnosis using NIR spectroscopy data of skin lesions in vivo using machine learning algorithms Flavio P. Loss Pedro H. da Cunha Matheus B. Rocha Madson P. Zanoni Leandro M. de Lima ... Maria C. S. Santos P. H. Frasson W. Romão P. Filgueiras R. Krohling 41 7 0 02 Jan 2024
Explainable Adaptive Tree-based Model Selection for Time Series Forecasting Matthias Jakobs Amal Saadallah 64 5 0 02 Jan 2024
Robust Meta-Model for Predicting the Need for Blood Transfusion in Non-traumatic ICU Patients Alireza Rafiei Ronald Moore Tilendra Choudhary Curtis Marshall Geoffrey Smith J. Roback Ravi M. Patel Cassandra D Josephson Rishikesan Kamaleswaran OOD 27 1 0 01 Jan 2024
Factor Importance Ranking and Selection using Total Indices Chaofan Huang V. R. Joseph 87 2 0 01 Jan 2024
On Discprecncies between Perturbation Evaluations of Graph Neural Network Attributions Razieh Rezaei Alireza Dizaji Ashkan Khakzar Anees Kazi Nassir Navab Daniel Rueckert 31 0 0 01 Jan 2024
Data-driven Energy Efficiency Modelling in Large-scale Networks: An Expert Knowledge and ML-based Approach David López-Pérez Antonio De Domenico Nicola Piovesan Merouane Debbah 38 7 0 31 Dec 2023
DXAI: Explaining Classification by Image Decomposition Elnatan Kadar Guy Gilboa FAtt 49 0 0 30 Dec 2023
KAXAI: An Integrated Environment for Knowledge Analysis and Explainable AI Saikat Barua Sifat Momen 39 5 0 30 Dec 2023
Is Knowledge All Large Language Models Needed for Causal Reasoning? Hengrui Cai Shengjie Liu Rui Song LRM ELM 61 10 0 30 Dec 2023
Why is the User Interface a Dark Pattern? : Explainable Auto-Detection and its Analysis Yukiharu Yada Tsuneo Matsumoto Fuyuko Kido Hayato Yamana 37 2 0 30 Dec 2023
Quantifying intra-tumoral genetic heterogeneity of glioblastoma toward precision medicine using MRI and a data-inclusive machine learning algorithm Lujia Wang Hairong Wang F. D’Angelo L. Curtin Christopher P. Sereduk ... A. Iavarone Kristin R Swanson Nhan L Tran Leland S. Hu Jing Li 33 5 0 30 Dec 2023