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
Comparative Analysis of Lightweight Deep Learning Models for Memory-Constrained Devices Tasnim Shahriar 36 0 0 06 May 2025
Feature Relevancy, Necessity and Usefulness: Complexity and Algorithms Tomás Capdevielle Santiago Cifuentes FAtt 61 0 0 06 May 2025
Privacy Risks and Preservation Methods in Explainable Artificial Intelligence: A Scoping Review Sonal Allana Mohan Kankanhalli Rozita Dara 54 0 0 05 May 2025
An Explainable Anomaly Detection Framework for Monitoring Depression and Anxiety Using Consumer Wearable Devices Yuezhou Zhang A. Folarin Callum Stewart H. Sankesara Yatharth Ranjan Pauline Conde Akash Roy Choudhury Shaoxiong Sun Zulqarnain Rashid Richard J. B. Dobson 62 0 0 05 May 2025
A New Approach to Backtracking Counterfactual Explanations: A Unified Causal Framework for Efficient Model Interpretability Pouria Fatemi Ehsan Sharifian Mohammad Hossein Yassaee 56 0 0 05 May 2025
PointExplainer: Towards Transparent Parkinson's Disease Diagnosis Xuechao Wang S. Nõmm Junqing Huang Kadri Medijainen A. Toomela Michael Ruzhansky AAML FAtt 48 0 0 04 May 2025
Interpretable graph-based models on multimodal biomedical data integration: A technical review and benchmarking Alireza Sadeghi F. Hajati A. Argha Nigel H Lovell Min Yang Hamid Alinejad-Rokny 95 0 0 03 May 2025
ABE: A Unified Framework for Robust and Faithful Attribution-Based Explainability Zhiyu Zhu Jiayu Zhang Zhibo Jin Fang Chen Jianlong Zhou FAtt 45 0 0 03 May 2025
Exploring the Impact of Explainable AI and Cognitive Capabilities on Users' Decisions Federico Maria Cau Lucio Davide Spano 37 0 0 02 May 2025
Explainable AI Based Diagnosis of Poisoning Attacks in Evolutionary Swarms Mehrdad Asadi Roxana Rădulescu Ann Nowé AAML 43 0 0 02 May 2025
Multimodal Doctor-in-the-Loop: A Clinically-Guided Explainable Framework for Predicting Pathological Response in Non-Small Cell Lung Cancer Alice Natalina Caragliano Claudia Tacconi Carlo Greco Lorenzo Nibid E. Ippolito Michele Fiore G. Perrone Sara Ramella Paolo Soda V. Guarrasi 51 0 0 02 May 2025
Gender Bias in Explainability: Investigating Performance Disparity in Post-hoc Methods Mahdi Dhaini Ege Erdogan Nils Feldhus Gjergji Kasneci 70 0 0 02 May 2025
Enhancing ML Model Interpretability: Leveraging Fine-Tuned Large Language Models for Better Understanding of AI Jonas Bokstaller Julia Altheimer Julian Dormehl Alina Buss Jasper Wiltfang Johannes Schneider Maximilian Röglinger 45 0 0 02 May 2025
Overview and practical recommendations on using Shapley Values for identifying predictive biomarkers via CATE modeling David Svensson Erik Hermansson N. Nikolaou Konstantinos Sechidis Ilya Lipkovich CML 88 0 0 02 May 2025
Computational Identification of Regulatory Statements in EU Legislation Gijs Jan Brandsma Jens Blom-Hansen Christiaan Meijer Kody Moodley AILaw 85 0 0 01 May 2025
CognitionNet: A Collaborative Neural Network for Play Style Discovery in Online Skill Gaming Platform Rukma Talwadker Surajit Chakrabarty Aditya Pareek Tridib Mukherjee Deepak Saini 71 6 0 01 May 2025
Explanations as Bias Detectors: A Critical Study of Local Post-hoc XAI Methods for Fairness Exploration Vasiliki Papanikou Danae Pla Karidi E. Pitoura Emmanouil Panagiotou Eirini Ntoutsi 114 0 0 01 May 2025
Predicting Estimated Times of Restoration for Electrical Outages Using Longitudinal Tabular Transformers Bogireddy Sai Prasanna Teja Valliappan Muthukaruppan Carls Benjamin 91 0 0 01 May 2025
Combining LLMs with Logic-Based Framework to Explain MCTS Ziyan An Xia Wang Hendrik Baier Zirong Chen A. Dubey Taylor T. Johnson Jonathan Sprinkle Ayan Mukhopadhyay Meiyi Ma 56 1 0 01 May 2025
IP-CRR: Information Pursuit for Interpretable Classification of Chest Radiology Reports Yuyan Ge Kwan Ho Ryan Chan Pablo Messina René Vidal 49 0 0 30 Apr 2025
Insulin Resistance Prediction From Wearables and Routine Blood Biomarkers Ahmed A. Metwally A. Heydari Daniel J. McDuff Alexandru Solot Zeinab Esmaeilpour ... David B. Savage C. Heneghan Shwetak N. Patel Cathy Speed Javier L. Prieto 64 1 0 30 Apr 2025
Towards Improved Cervical Cancer Screening: Vision Transformer-Based Classification and Interpretability K. T. Nguyen Ho-min Park Gaeun Oh J. Vankerschaver W. D. Neve MedIm 48 0 0 30 Apr 2025
XBreaking: Explainable Artificial Intelligence for Jailbreaking LLMs Marco Arazzi Vignesh Kumar Kembu Antonino Nocera V. P. 109 0 0 30 Apr 2025
ArrhythmiaVision: Resource-Conscious Deep Learning Models with Visual Explanations for ECG Arrhythmia Classification Zuraiz Baig Sidra Nasir Rizwan Ahmed Khan Muhammad Zeeshan Ul Haque FAtt 55 0 0 30 Apr 2025
A comparative study of deep learning and ensemble learning to extend the horizon of traffic forecasting Xiao Zheng Saeed Asadi Bagloee Majid Sarvi AI4TS 94 0 0 30 Apr 2025
Frequency Feature Fusion Graph Network For Depression Diagnosis Via fNIRS Chengkai Yang Xingping Dong Xiaofen Zong 64 0 0 29 Apr 2025
Explanations Go Linear: Interpretable and Individual Latent Encoding for Post-hoc Explainability Simone Piaggesi Riccardo Guidotti F. Giannotti D. Pedreschi FAtt LRM 350 0 0 29 Apr 2025
Emotion Recognition in Contemporary Dance Performances Using Laban Movement Analysis Muhammad Turab Philippe Colantoni Damien Muselet A. Trémeau 36 0 0 29 Apr 2025
Explainable AI for Correct Root Cause Analysis of Product Quality in Injection Moulding Muhammad Muaz Siyang Song Tobias Schulze Chang Liu Nils Klasen Benny Drescher 99 0 0 29 Apr 2025
Dance Style Recognition Using Laban Movement Analysis Muhammad Turab Philippe Colantoni Damien Muselet A. Trémeau 114 0 0 29 Apr 2025
AKIBoards: A Structure-Following Multiagent System for Predicting Acute Kidney Injury David L. Gordon P. Petousis S. Nicholas Alex A. T. Bui FAtt 87 0 0 29 Apr 2025
What's Wrong with Your Synthetic Tabular Data? Using Explainable AI to Evaluate Generative Models Jan Kapar Niklas Koenen Martin Jullum 88 0 0 29 Apr 2025
GiBy: A Giant-Step Baby-Step Classifier For Anomaly Detection In Industrial Control Systems Sarad Venugopalan Sridhar Adepu 40 0 0 29 Apr 2025
GMAR: Gradient-Driven Multi-Head Attention Rollout for Vision Transformer Interpretability Sehyeong Jo Gangjae Jang Haesol Park 87 0 0 28 Apr 2025
FCGHunter: Towards Evaluating Robustness of Graph-Based Android Malware Detection Shiwen Song Xiaofei Xie Ruitao Feng Qi Guo Sen Chen AAML 79 0 0 28 Apr 2025
HoloDx: Knowledge- and Data-Driven Multimodal Diagnosis of Alzheimer's Disease Qiuhui Chen Jintao Wang Gang Wang Yi Hong 62 0 0 27 Apr 2025
SPD Learning for Covariance-Based Neuroimaging Analysis: Perspectives, Methods, and Challenges Ce Ju Reinmar J. Kobler Antoine Collas M. Kawanabe Cuntai Guan Bertrand Thirion 81 0 0 26 Apr 2025
Explainable AI for UAV Mobility Management: A Deep Q-Network Approach for Handover Minimization Irshad A. Meer Bruno Hörmann Mustafa Özger Fabien Geyer Alberto Viseras D. Schupke C. Cavdar 27 0 0 25 Apr 2025
Fast approximative estimation of conditional Shapley values when using a linear regression model or a polynomial regression model Fredrik Lohne Aanes FAtt 93 0 0 25 Apr 2025
PHEATPRUNER: Interpretable Data-centric Feature Selection for Multivariate Time Series Classification through Persistent Homology Anh-Duy Pham Olivier Basole Kashongwe Martin Atzmueller Tim Romer 59 0 0 25 Apr 2025
A Comprehensive Review on RNA Subcellular Localization Prediction Cece Zhang Xuehuan Zhu Nick Peterson Jieqiong Wang Shibiao Wan 32 0 0 24 Apr 2025
Exploring Context-aware and LLM-driven Locomotion for Immersive Virtual Reality Suleyman Ozdel Kadir Burak Buldu Enkelejda Kasneci Efe Bozkir 60 0 0 24 Apr 2025
Avoiding Leakage Poisoning: Concept Interventions Under Distribution Shifts M. Zarlenga Gabriele Dominici Pietro Barbiero Z. Shams M. Jamnik KELM 376 0 0 24 Apr 2025
Machine learning-based condition monitoring of powertrains in modern electric drives Dinan Li Panagiotis Kakosimos Luca Peretti AI4CE 30 5 0 24 Apr 2025
How Individual Traits and Language Styles Shape Preferences In Open-ended User-LLM Interaction: A Preliminary Study Rendi Chevi Kentaro Inui Thamar Solorio Alham Fikri Aji 326 0 0 23 Apr 2025
Towards responsible AI for education: Hybrid human-AI to confront the Elephant in the room Danial Hooshyar Gustav Šír Yeongwook Yang Eve Kikas Raija Hamalainen T. Karkkainen Dragan Gašević Roger Azevedo 80 0 0 22 Apr 2025
Learning Explainable Dense Reward Shapes via Bayesian Optimization Ryan Koo Ian Yang Vipul Raheja Mingyi Hong Kwang-Sung Jun Dongyeop Kang 48 1 0 22 Apr 2025
Probabilistic Emulation of the Community Radiative Transfer Model Using Machine Learning Lucas Howard Aneesh C. Subramanian Gregory Thompson Benjamin Johnson Thomas Auligne 78 0 0 22 Apr 2025
Intrinsic Barriers to Explaining Deep Foundation Models Zhen Tan Huan Liu AI4CE 40 0 0 21 Apr 2025
Unifying Image Counterfactuals and Feature Attributions with Latent-Space Adversarial Attacks Jeremy Goldwasser Giles Hooker AAML 48 0 0 21 Apr 2025