A Unified Approach to Interpreting Model Predictions

22 May 2017

Papers citing "A Unified Approach to Interpreting Model Predictions"

50 / 1,822 papers shown

Title
Multivariate Temporal Regression at Scale: A Three-Pillar Framework Combining ML, XAI, and NLP Jiztom Kavalakkatt Francis Matthew J. Darr 53 0 0 02 Apr 2025
Rethinking industrial artificial intelligence: a unified foundation framework Jay Lee Hanqi Su AI4CE 77 1 0 02 Apr 2025
Antithetic Sampling for Top-k Shapley Identification Patrick Kolpaczki Tim Nielen Eyke Hüllermeier TDI FAtt 101 0 0 02 Apr 2025
An Explainable Reconfiguration-Based Optimization Algorithm for Industrial and Reliability-Redundancy Allocation Problems Dikshit Chauhan Nitin Gupta Anupam Yadav 30 0 0 02 Apr 2025
Towards Responsible and Trustworthy Educational Data Mining: Comparing Symbolic, Sub-Symbolic, and Neural-Symbolic AI Methods Danial Hooshyar Eve Kikas Yeongwook Yang Gustav Šír Raija Hamalainen T. Karkkainen Roger Azevedo 89 1 0 01 Apr 2025
Automated Explanation of Machine Learning Models of Footballing Actions in Words Pegah Rahimian Jernej Flisar David Sumpter 43 0 0 01 Apr 2025
Graph Classification and Radiomics Signature for Identification of Tuberculous Meningitis Snigdha Agarwal Ganaraja V H N. Sinha Abhilasha Indoria Netravathi M Jitender Saini 45 0 0 01 Apr 2025
Immersive Explainability: Visualizing Robot Navigation Decisions through XAI Semantic Scene Projections in Virtual Reality Jorge de Heuvel Sebastian Müller Marlene Wessels Aftab Akhtar Christian Bauckhage Maren Bennewitz 67 0 0 01 Apr 2025
Explainable post-training bias mitigation with distribution-based fairness metrics Ryan Franks A. Miroshnikov 57 0 0 01 Apr 2025
CFIRE: A General Method for Combining Local Explanations Sebastian Müller Vanessa Toborek Tamás Horváth Christian Bauckhage FAtt 69 0 0 01 Apr 2025
Uncertainty Propagation in XAI: A Comparison of Analytical and Empirical Estimators Teodor Chiaburu Felix Bießmann Frank Haußer 37 0 0 01 Apr 2025
Comparative Explanations: Explanation Guided Decision Making for Human-in-the-Loop Preference Selection Tanmay Chakraborty Christian Wirth Christin Seifert 42 0 0 01 Apr 2025
GAL-MAD: Towards Explainable Anomaly Detection in Microservice Applications Using Graph Attention Networks Lahiru Akmeemana Chamodya Attanayake Husni Faiz Sandareka Wickramanayake MLAU AI4TS 73 0 0 31 Mar 2025
Graph Transformer-Based Flood Susceptibility Mapping: Application to the French Riviera and Railway Infrastructure Under Climate Change Sreenath Vemula Filippo Gatti Pierre Jehel AI4CE 31 0 0 31 Mar 2025
Improving Predictions of Convective Storm Wind Gusts through Statistical Post-Processing of Neural Weather Models Antoine Leclerc Erwan Koch Monika Feldmann D. Nerini Tom Beucler 43 0 0 31 Mar 2025
Which LIME should I trust? Concepts, Challenges, and Solutions Patrick Knab Sascha Marton Udo Schlegel Christian Bartelt FAtt 83 0 0 31 Mar 2025
LLMs for Explainable AI: A Comprehensive Survey Ahsan Bilal David Ebert Beiyu Lin 109 5 0 31 Mar 2025
Investigation of intelligent barbell squat coaching system based on computer vision and machine learning Yinq-Rong Chern Yuhao Lee Hsiao-Ching Lin Guan-Ting Chen Ying-Hsien Chen Fu-Sung Lin Chih-Yao Chuang Jenn-Jier James Lien Chih-Hsien Huang 41 0 0 31 Mar 2025
Interpretable Machine Learning in Physics: A Review Sebastian Johann Wetzel Seungwoong Ha Raban Iten Miriam Klopotek Ziming Liu AI4CE 109 1 0 30 Mar 2025
How to safely discard features based on aggregate SHAP values Robi Bhattacharjee Karolin Frohnapfel U. V. Luxburg TDI FAtt 94 0 0 29 Mar 2025
Shapley Revisited: Tractable Responsibility Measures for Query Answers Meghyn Bienvenu Diego Figueira Pierre Lafourcade 49 0 0 28 Mar 2025
Pairwise Matching of Intermediate Representations for Fine-grained Explainability Lauren Shrack T. Haucke Antoine Salaün Arjun Subramonian Sara Beery 67 0 0 28 Mar 2025
MASCOTS: Model-Agnostic Symbolic COunterfactual explanations for Time Series Dawid Płudowski Francesco Spinnato Piotr Wilczyñski Krzysztof Kotowski Evridiki Vasileia Ntagiou Riccardo Guidotti P. Biecek AI4TS 58 0 0 28 Mar 2025
Feature-Enhanced Machine Learning for All-Cause Mortality Prediction in Healthcare Data HyeYoung Lee Pavel Tsoi 52 0 0 27 Mar 2025
TraNCE: Transformative Non-linear Concept Explainer for CNNs Ugochukwu Ejike Akpudo Yongsheng Gao J. Zhou Andrew Lewis 89 0 0 26 Mar 2025
Hierarchical Attention Network for Interpretable ECG-based Heart Disease Classification Mario Padilla Rodriguez Mohamed Nafea 40 0 0 25 Mar 2025
Guidelines For The Choice Of The Baseline in XAI Attribution Methods Cristian Morasso Giorgio Dolci I. Galazzo Sergey M. Plis Gloria Menegaz 89 0 0 25 Mar 2025
FedMM-X: A Trustworthy and Interpretable Framework for Federated Multi-Modal Learning in Dynamic Environments Sree Bhargavi Balija FedML 60 0 0 25 Mar 2025
Kernel Learning Assisted Synthesis Condition Exploration for Ternary Spinel Yutong Liu Mehrad Ansari Robert Black Jason Hattrick-Simpers 47 0 0 25 Mar 2025
How to RETIRE Tabular Data in Favor of Discrete Digital Signal Representation Paweł Zyblewski Szymon Wojciechowski LMTD 82 0 0 25 Mar 2025
No Black Box Anymore: Demystifying Clinical Predictive Modeling with Temporal-Feature Cross Attention Mechanism Yubo Li Xinyu Yao R. Padman FAtt AI4TS 70 0 0 25 Mar 2025
SMT-EX: An Explainable Surrogate Modeling Toolbox for Mixed-Variables Design Exploration M. R Paul Saves P. Palar L. Zuhal oseph Morlier MoE LRM 66 1 0 25 Mar 2025
Anomaly Detection Using Computer Vision: A Comparative Analysis of Class Distinction and Performance Metrics Md. Barkat Ullah Tusher Shartaz Khan Akash Amirul Islam Showmik 46 0 0 24 Mar 2025
On the Origins of Sampling Bias: Implications on Fairness Measurement and Mitigation Sami Zhioua Ruta Binkyt.e Ayoub Ouni Farah Barika Ktata 49 0 0 23 Mar 2025
Self-Explaining Neural Networks for Business Process Monitoring Shahaf Bassan Shlomit Gur Sergey Zeltyn Konstantinos Mavrogiorgos Ron Eliav Dimosthenis Kyriazis 75 0 0 23 Mar 2025
IceBench: A Benchmark for Deep Learning based Sea Ice Type Classification Samira Alkaee Taleghan A. Barrett Walter N. Meier F. Banaei-Kashani VLM 59 0 0 22 Mar 2025
Unraveling Pedestrian Fatality Patterns: A Comparative Study with Explainable AI Methusela Sulle Judith Mwakalonge G. Comert Saidi Siuhi Nana Kankam Gyimah 85 0 0 22 Mar 2025
Deep Learning for Human Locomotion Analysis in Lower-Limb Exoskeletons: A Comparative Study Omar Coser Christian Tamantini M. Tortora Leonardo Furia R. Sicilia Loredana Zollo Paolo Soda 38 1 0 21 Mar 2025
On Explaining (Large) Language Models For Code Using Global Code-Based Explanations David Nader-Palacio Dipin Khati Daniel Rodríguez-Cárdenas Alejandro Velasco Denys Poshyvanyk LRM 61 0 0 21 Mar 2025
Disentangled and Interpretable Multimodal Attention Fusion for Cancer Survival Prediction Aniek Eijpe Soufyan Lakbir Melis Erdal Cesur Sara P. Oliveira Sanne Abeln Wilson Silva 64 1 0 20 Mar 2025
Leveraging Large Language Models for Explainable Activity Recognition in Smart Homes: A Critical Evaluation Michele Fiori Gabriele Civitarese Priyankar Choudhary Claudio Bettini 69 1 0 20 Mar 2025
Early Prediction of Alzheimer's and Related Dementias: A Machine Learning Approach Utilizing Social Determinants of Health Data Bereket Kindo Arjee Restar Anh Tran 41 0 0 20 Mar 2025
Representational Similarity via Interpretable Visual Concepts Neehar Kondapaneni Oisin Mac Aodha Pietro Perona DRL 389 1 0 19 Mar 2025
Automated Processing of eXplainable Artificial Intelligence Outputs in Deep Learning Models for Fault Diagnostics of Large Infrastructures Giovanni Floreale Piero Baraldi Enrico Zio Olga Fink 58 0 0 19 Mar 2025
Pruning-Based TinyML Optimization of Machine Learning Models for Anomaly Detection in Electric Vehicle Charging Infrastructure Fatemeh Dehrouyeh I. Shaer Soodeh Nikan F. Badrkhani Ajaei Abdallah Shami 80 0 0 19 Mar 2025
Behaviour Discovery and Attribution for Explainable Reinforcement Learning Rishav Rishav Somjit Nath Vincent Michalski Samira Ebrahimi Kahou FAtt OffRL 125 1 0 19 Mar 2025
Explainable AI Components for Narrative Map Extraction Brian Keith Fausto German Eric Krokos Sarah Joseph Chris North 46 0 0 19 Mar 2025
ImputeGAP: A Comprehensive Library for Time Series Imputation Quentin Nater Mourad Khayati Jacques Pasquier AI4TS 59 0 0 19 Mar 2025
Model Risk Management for Generative AI In Financial Institutions Anwesha Bhattacharyya Ye Yu Hanyu Yang Rahul Singh Tarun Joshi Jie Chen Kiran Yalavarthy AIFin MedIm 65 0 0 19 Mar 2025
ExDDV: A New Dataset for Explainable Deepfake Detection in Video Vlad Hondru Eduard Hogea Darian M. Onchis Radu Tudor Ionescu 109 2 0 18 Mar 2025