Image de couverture de livre

UniCoMTE: A Universal Counterfactual Framework for Explaining Time-Series Classifiers on ECG Data

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Li, Justin, Sencan, Efe, Duan, Jasper Zheng, Leung, Vitus J., Tsaur, Stephen, Coskun, Ayse K.
Format:	Preprint
Publié:	2025
Sujets:	Machine Learning Artificial Intelligence
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Explaining Text Classifiers with Counterfactual Representations
par: Lemberger, Pirmin, et autres
Publié: (2024)

Explaining 3D Computed Tomography Classifiers with Counterfactuals
par: Cohen, Joseph Paul, et autres
Publié: (2025)

Back to the Feature: Explaining Video Classifiers with Video Counterfactual Explanations
par: Wang, Chao, et autres
Publié: (2025)

UniTS: A Universal Time Series Analysis Framework Powered by Self-Supervised Representation Learning
par: Liang, Zhiyu, et autres
Publié: (2023)

ECG-PPS: Privacy Preserving Disease Diagnosis and Monitoring System for Real-Time ECG Signal
par: Yuksel, Beyazit Bestami, et autres
Publié: (2024)

Eco‐Theology, Marketing Values, and Sustainable Consumption
par: Eylem Şencan
Publié: (2026)

Ecotheology, Philosophy, and Literary Narratives: Crossroads of Environmental Ethics
par: Selin Şencan
Publié: (2025)

Artificial Intelligence, Organizational Learning, and Sustainable Banking: Insights From Turkey for Global Business Practice
par: Eylem Şencan
Publié: (2025)

Renaissance humanism and Martin Luther: The birth of nation‐states
par: Selin Şencan
Publié: (2024)

CoFE: A Framework Generating Counterfactual ECG for Explainable Cardiac AI-Diagnostics
par: Jang, Jong-Hwan, et autres
Publié: (2025)

ARM MTE Performance in Practice (Extended Version)
par: Noh, Taehyun, et autres
Publié: (2026)

How Does Being Phubbed Affect Commitment? Exploring the Roles of Emotional Loneliness and Relationship Satisfaction
par: Ayse Aslanturk, et autres
Publié: (2025)

UniCL: A Universal Contrastive Learning Framework for Large Time Series Models
par: Li, Jiawei, et autres
Publié: (2024)

Uni-Classifier: Leveraging Video Diffusion Priors for Universal Guidance Classifier
par: Zhou, Yujie, et autres
Publié: (2026)

UniECG: Understanding and Generating ECG in One Unified Model
par: Jin, Jiarui, et autres
Publié: (2025)

From Prototypes to Sparse ECG Explanations: SHAP-Driven Counterfactuals for Multivariate Time-Series Multi-class Classification
par: Mozolewski, Maciej, et autres
Publié: (2025)

Advancing Biomedical Signal Security: Real-Time ECG Monitoring with Chaotic Encryption
par: Yuksel, Beyazit Bestami, et autres
Publié: (2024)

Beute und Conquista
par: Huber, Vitus
Publié: (2024)

Regenzeiten, Feuchtgebiete, Körpersäfte: Das Wasser in der klassischen indischen Medizin
par: Angermeier, Vitus
Publié: (2021)

Beute und Conquista
par: Huber, Vitus
Publié: (2023)

Beute und Conquista
par: Huber, Vitus
Publié: (2024)

Explaining Time Series Classifiers with PHAR: Rule Extraction and Fusion from Post-hoc Attributions
par: Mozolewski, Maciej, et autres
Publié: (2025)

Association of Systemic Inflammatory Markers With Complications in Free Flap Reconstruction: A Retrospective Cohort Study
par: Barış Acar, et autres
Publié: (2026)

A Comparative Analysis of Counterfactual Explanation Methods for Text Classifiers
par: McAleese, Stephen, et autres
Publié: (2024)

UniPredict: Large Language Models are Universal Tabular Classifiers
par: Wang, Ruiyu, et autres
Publié: (2023)

Turkish Version of the Mindfulness in Couple Relationships Scale: Validity, Reliability and Psychometric Properties
par: Ayşe Aslantürk, et autres
Publié: (2025)

CARE-ECG: Causal Agent-based Reasoning for Explainable and Counterfactual ECG Interpretation
par: Khatibi, Elahe, et autres
Publié: (2026)

Explaining Image Classifiers
par: Chockler, Hana, et autres
Publié: (2024)

Exposing Image Classifier Shortcuts with Counterfactual Frequency (CoF) Tables
par: Hinns, James, et autres
Publié: (2024)

A Product Identity For Dirichlet Series Satisfying Hecke's Functional Equation
par: Gürel, Efe
Publié: (2025)

AfriMTE and AfriCOMET: Enhancing COMET to Embrace Under-resourced African Languages
par: Wang, Jiayi, et autres
Publié: (2023)

SHAP zero Explains Biological Sequence Models with Near-zero Marginal Cost for Future Queries
par: Tsui, Darin, et autres
Publié: (2024)

UniDiff: A Unified Diffusion Framework for Multimodal Time Series Forecasting
par: Zhang, Da, et autres
Publié: (2025)

Towards Classifying Histopathological Microscope Images as Time Series Data
par: Hong, Sungrae, et autres
Publié: (2025)

Evaluation of sense of humor, adaptation to treatment and personal well‐being of patients undergoing hemodialysis
par: Ejdane Coşkun, et autres
Publié: (2025)

Explaining Group Recommendations via Counterfactuals
par: Stratigi, Maria, et autres
Publié: (2026)

Can LLMs Explain Themselves Counterfactually?
par: Dehghanighobadi, Zahra, et autres
Publié: (2025)

UniPACT: A Multimodal Framework for Prognostic Question Answering on Raw ECG and Structured EHR
par: Tang, Jialu, et autres
Publié: (2026)

NanoTag: Systems Support for Efficient Byte-Granular Overflow Detection on ARM MTE
par: Li, Mingkai, et autres
Publié: (2025)

Identification and Estimation of Unconditional Policy Effects of an Endogenous Binary Treatment: An Unconditional MTE Approach
par: Martinez-Iriarte, Julian, et autres
Publié: (2020)