Prognostics

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7 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. Integrating Survival-Based Aging Models with Data-Driven RUL Prognostics

    Oct 5, 2026Abhishek Srinivasan, Juan Carlos Andresen, Sepideh Pashami +1Prognostics

    Traton AB, Södertälje, Sweden · Halmstad University, Halmstad, Sweden · RISE Research Institutes of Sweden AB, Stockholm, Sweden +1

  2. AI-assisted mitotic counting improves reproducibility and efficiency across multiple tumour types

    Oct 1, 2026Simon Graham, Mostafa Jahanifar, Quoc Dang Vu +15Mitotic FiguresTumor

    Histofy Ltd, Coventry, United Kingdom · Vilnius University Faculty of Medicine and National Center of Pathology, Affiliate of Vilnius University Hospital Santaros Klinikos, Vilnius, Lithuania · Nottingham University Hospitals NHS Trust, Nottingham, United Kingdom +5

  3. Calibrating Prediction Timeliness Through Multi-Objective Hyperparameter Optimization for Remaining Useful Life Prediction

    Oct 1, 2026Tugrul Cabir Hakyemez, Ener Uras GokhanUseful Life PredictionGeneral Grid Search Framework

    Department of Management Information Systems Istanbul Bilgi University Istanbul, Turkey · Beştepe Koleji Ankara, Turkey

  4. Relative Discharge Stage (RDS) Classification: A Practical Indicator of Battery Discharge Progress

    Sep 23, 2026Khoa Tran, Tri Le, Hung-Cuong Trinh +1Lithium-Ion BatteriesPrognostics

    Data Science Laboratory, Faculty of Information Technology, Ton Duc Thang University, Ho Chi Minh City, 70000, Vietnam · AIWARE Limited Company, 17 Huynh Man Dat Street, Hoa Cuong Ward, Hai Chau District, Da Nang, 550000, Vietnam · Natural Language Processing and Knowledge Discovery Research Group, Faculty of Information Technology, Ton Duc Thang University, Ho Chi Minh City, 70000, Vietnam +2

  5. Learning Prognostic Variables for AI Convective Parameterizations via Symbolic Distillation

    Sep 21, 2026Jurij Schönfeld, Tom Beucler, Julien Savre +2Global Climate ModelsAutoencoder Architectures

    Deutsches Zentrum für Luft- und Raumfahrt, Institut für Physik der Atmosphäre, Oberpfaffenhofen, Germany · University of Bremen, Institute of Environmental Physics (IUP), Bremen, Germany · Faculty of Geosciences and Environment, University of Lausanne, Lausanne, Switzerland +3

  6. Preoperative Prediction of Microvascular Invasion in Hepatocellular Carcinoma by Integrating Multimodal Ultrasound and Clinical Data: A Multicenter Study

    Sep 21, 2026Jun Cheng, Yuanyuan Kong, Qing Huang +9CholangiocarcinomaCancer Detection

    National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China · Marshall Laboratory of Biomedical Engineering, Shenzhen University, Shenzhen, China · Department of Ultrasound, Peking University Shenzhen Hospital, Shenzhen, China +1

  7. Potential of Artificial Intelligence Algorithms for Identification of Relevant Diagnostic and Prognostic Biomarkers of Early-Stage Liver Cancer

    Sep 14, 2026Ali Bou Nassif, Darko Castven, Manar Abu Talib +4CholangiocarcinomaCancer Detection

    Department of Computer Engineering, College of Computing and Informatics University of Sharjah, Sharjah, United Arab Emirates · Department of Medicine I, University Medical Center Schleswig-Holstein, University of Lubeck, Lübeck, Germany · Department of Computer Science, College of Computing and Informatics University of Sharjah, Sharjah, United Arab Emirates +1

  8. Observation-Anchored Selective Assimilation for Longitudinal Tumor-State Proxy Forecasting in Post-Treatment Glioma

    Sep 14, 2026Yeonjae Jung, Minwoo ShinGliomaPrognostics

    Department of Software, Yonsei University, Wonju, 26493, Republic of Korea

  9. Physics-Informed Machine Learning in Prognostics and Health Management: A Systematic Literature Review

    Aug 10, 2026Christopher Braun, Julian Raible, Marco F. HuberPhysics-Informed LearningPrognostics

    Institute of Industrial Manufacturing and Management IFF, University of Stuttgart, Allmandring 35, Stuttgart, 70569, Baden-Württemberg, Germany. · Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Nobelstraße 12, Stuttgart, 70569, Baden-Württemberg, Germany.

  10. Diagnosing as Cardiologists Do: ECG Agents with Doctor-Grounded Priors for Clinical Reasoning Across Diseases and Populations

    Aug 10, 2026Hongxiang Gao, He-yang Xu, Yuwen Li +6Electrocardiogram Foundation ModelsElectrocardiography

    State Key Laboratory of Digital Medical Engineering, Southeast University · School of Instrument Science and Engineering, Southeast University

  11. Failure-Mechanism Transferability of Cumulative-Damage Features for Health State Estimation of SiC Power Modules

    Aug 8, 2026Mattia Scarpa, Evgeny Kusmenko, Francesco Toso +3PrognosticsState Estimation

    Dept. of Information Engineering University of Padova Padova, Italy · Infineon Technologies Dresden AG & Co. KG Dresden, Germany · Newtwen S.r.l. Padova, Italy +1

  12. Longitudinal 3D Foundation Modeling for Neoadjuvant Breast Cancer Response Prediction from Serial DCE-MRI

    Aug 7, 2026Fidel Omar Tito Cruz, Neda Ghafouri, Zengyan Wang +3Longitudinal ImagingTumor

    University of Central Florida, Orlando, FL, USA

  13. From Continuous Predictors to Clinical Thresholds: Early Evidence on Performance Trade-offs of Guideline-Based Categorisation for Ischaemic Stroke Outcome Prediction

    Aug 5, 2026Esra Zihni, Katryna Cisek, Hamzah Ziadeh +3Clinical PredictionStroke

    Artificial Intelligence in Digital Health and Medicine, Technological University Dublin, Ireland · Aalborg University, Aalborg, Denmark · International Clinical Research Center, St. Anne’s University Hospital, Brno, Czechia +2

  14. S3^3-Diff: Structural Semantic Synergy Diffusion Model for High Fidelity Super Resolution of Pathological Images

    Aug 4, 2026Jiaming Liang, QiHui Han, Guangye Ou +6Prognostics

    South China University of Technology Software Engineering Guangzhou, China · South China University of Technology School of Future Technology Guangzhou, China

  15. The Cost of Binarizing Survival Outcomes in Clinical Prognostic Modeling

    Aug 4, 2026Shashank Yadav, David M. Routman, Andrew Y. K. FoongSurvival AnalysisSurvival Predictions

    Department of Radiation Oncology Mayo Clinic, Rochester, MN, USA 55905

  16. Collaborative System Failure Prognostics via Federated Longitudinal-Survival Modeling

    Jul 28, 2026Fan Yang, Madelyn Weller, Dimuthu Fernando +2Early Failure PredictionPrognostics

    Fowler School of Engineering, Chapman University, Orange, CA 92866 USA · Department of Statistics, Grand Valley State University, Allendale, MI 49401 USA

  17. Generalization bounds and sample complexity for remaining useful life prediction from complete degradation trajectories

    Jul 26, 2026Huy Hoang Le, Kim-Anh NguyenUseful Life PredictionDegradation

    R&D Department, PowerMore Ltd., Da Nang 550000, Vietnam · Faculty of Electrical Engineering, University of Science and Technology, The University of Danang, Da Nang 550000, Vietnam

  18. General Value Functions for Remaining Useful Life and Failure-Mode Prediction

    Jul 24, 2026Hao Yan, Ali Sarabi, Qing Zou +1Useful Life PredictionEarly Failure Prediction

    School of Computing and Augmented Intelligence, Arizona State University

  19. From Pixel to Prognosis: Convolutional and GLCM Feature Fusion for Automated Four-Class Cataract Severity Classification

    Jul 20, 2026K. Mithra, Prem Kumar SanthanamOphthalmologyDirect Feature Fusion

    Independent Researcher, Information and Communication Engineering, Scottsdale, AZ, USA · Seidenberg School of Computer Science and Information Systems, Pace University, New York City, NY, USA

  20. TRACE-PCa: Predicting Prostate Cancer Progression from Longitudinal MRI During Active Surveillance

    Jul 15, 2026Hongye Zeng, Shreeram Athreya, Dingyuan Dai +4Prostate Magnetic Resonance ImagingPrognostics

    Department of Radiological Sciences, University of California, Los Angeles, Los Angeles, USA · Department of Electrical & Computer Engineering, University of California, Los Angeles, Los Angeles, USA · Department of Urology, University of California, Los Angeles, Los Angeles, USA +2

  21. Anatomy-Privileged Distillation with Token Routing for MRI-Based Prediction of Perineural Invasion

    Jul 13, 2026Hyunsu Go, Youngung Han, Kyeonghun Kim +15CholangiocarcinomaPrognostics

    Seoul National University, Seoul, Republic of Korea · OUTTA, Seoul, Republic of Korea · Kyung Hee University, Seoul, Republic of Korea +5

  22. Adaptive Routing for Efficient Diffusion Transformer-Based PNI Prediction

    Jul 13, 2026Youngung Han, Dohyun Kweon, Kyeonghun Kim +15Cnn-Transformer TradeoffCholangiocarcinoma

    Seoul National University, Seoul, Republic of Korea · Kyung Hee University, Seoul, Republic of Korea · OUTTA, Seoul, Republic of Korea +5

  23. NeuroECG: ECGFounder-Based Deep ECG Representation for EEG-Free Neurological Prognostication After Cardiac Arrest

    Jul 13, 2026Jiajun Gao, Yi Zhao, Chenyang Xu +2Electrocardiogram Foundation ModelsElectrocardiography

    School of Economics and Management Xidian University Xi’an, China · School of Mechano-Electronic Engineering Xidian University Xi’an, China · School of Cyber Engineering Xidian University Xi’an, China +1

  24. KOAL: Knowledge-Driven Prostate Cancer Grading with Ordinal-Aware Learning

    Jul 7, 2026Zheng Guo, Jiaqi Cui, Haocheng Xiong +5Prostate Magnetic Resonance ImagingPrognostics

    School of Computer Science, Sichuan University, China · China Mobile (Suzhou) Software Technology Company Limited, China · Shanghai Changhai Hospital, Naval Medical University, China +1

  25. Graph Representation Learning of Longitudinal Medical Imaging Trajectories for Treatment Response Prediction

    Jul 6, 2026Johannes Kiechle, Richard Osuala, Daniel M. Lang +5PrognosticsLongitudinal Imaging

    Technical University of Munich · TUM University Hospital Rechts der Isar · Helmholtz Munich +4

  26. Modular Foundation Models for Time-Series Perception in Digital Twins

    Jul 3, 2026Quang Hung Pham, Ryad Zemouri, Martin Gagnon +1Time Series Foundation ModelsWireless Foundation Models

    Hydro-Québec · 75, boulevard René-Lévesque Ouest · Montréal, Québec, Canada

  27. Liquid Latent State Dynamics for Interpretable Turbofan Degradation Modeling

    Jul 2, 2026Weizhi Nie, Weijie Wang, Yuting SuPrognosticsDegradation

    Tianjin University

  28. ClinRAG-GRAPH: Clinical-prior Retrieval-Augmented Graph Model with Domain Adversarial Learning for Breast pCR Prediction

    Jul 1, 2026Yaofei Duan, Yuhao Huang, Tianyu Zhang +12PrognosticsBiomarker

    Department of Medical Imaging, Radboud University Medical Center, Nijmegen, The Netherlands · The Netherlands Cancer Institute, Amsterdam, The Netherlands · Faculty of Applied Sciences, Macao Polytechnic University, Macau, China +5

  29. JASPR: Joint Spatial Representation learning of histology and spatial genomics for improved virtual genomic screening and clinical prognostication

    Jun 24, 2026Marija Pizurica, Eric Zimmermann, Neil Tenenholtz +5Spatial TranscriptomicsDigital Pathology

    Microsoft Research, Cambridge, MA, United States · Stanford University, CA, United States

  30. HERO: Hypothesis-Driven Evidence Retrieval from Omics for Multi-Task Breast Cancer Analysis

    Jun 19, 2026Xiangyu Li, Ran SuMulti-Omic IntegrationCancer Detection

    College of Intelligence and Computing, Tianjin University, Tianjin 300072, China

  31. Tabular Foundation Models for Clinical Survival Analysis via Survival-Aware Adaptation

    Jun 10, 2026Minh-Khoi Pham, Luca Cotugno, Alina Sirbu +3Survival PredictionsSurvival Analysis

    ADAPT Centre, Dublin City University, Dublin, Ireland · School of Computing, Dublin City University, Dublin, Ireland · Department of Computer Science and Engineering, University of Bologna, Bologna, Italy

  32. Routine laboratory trajectories encode the onset of organ-level complications in cancer

    Jun 7, 2026Jannik Lübberstedt, Krischan Braitsch, Jacqueline Lammert +21PrognosticsAcute Myeloid Leukemia

    Department of Diagnostic and Interventional Radiology, School of Medicine and Health, TUM Klinikum, Rechts der Isar, Technical University of Munich, Germany. · Department of Medicine III, School of Medicine and Health, TUM Klinikum, Rechts der Isar, Technical University of Munich, Germany. · Chair of Medical Informatics, Institute of Artificial Intelligence in Medicine and Healthcare, School of Medicine and Health, TUM Klinikum, Rechts der Isar, Technical University of Munich, Germany. +8

  33. Towards Unified and Data-Efficient Prognostics and Health Management with Tabular Foundation Models

    Jun 3, 2026Raffael Theiler, Lev Telyatnikov, Leandro Von Krannichfeldt +1Predictive MaintenanceTabular Foundation Models

    IMOS Lab, EPFL, Lausanne, Switzerland

  34. Uncertainty Aware Functional Behavior Prediction and Material Fatigue Assessment for Circular Factory

    Jun 3, 2026Nehal Afifi, Mehdi Khabou, Victor Mas +5PrognosticsDegradation

  35. Bifurcated Remaining Useful Life Prediction: A Hybrid Approach for Realistic Uncertainty Characterization

    May 29, 2026Xabier Belaunzaran, Antonio Nappa, Arkaitz Artetxe +1Useful Life PredictionPrognostics

    Fundación Vicomtech · Basque Research and Technology Alliance (BRTA) · Mikeletegi 57, Donostia-San Sebastian, 20009, Spain +2

  36. Scientific Machine Learning for Engine Health Management and Remaining Useful Life Prediction

    May 28, 2026Jostein Barry-Straume, Changmin Son, Adrian Sandu +4Gas Turbine CombustorUseful Life Prediction

    Computational Science Laboratory Department of Computer Science Virginia Tech Blacksburg, VA 24060

  37. Benchmarking Machine Learning Uncertainty Quantification Methodologies for Predicting Turbine Gas Temperature Degradation

    May 28, 2026Jostein Barry-Straume, Changmin Son, Adrian Sandu +4Gas Turbine CombustorPredictive Uncertainty

    Computational Science Laboratory Department of Computer Science Virginia Tech Blacksburg, VA 24060

  38. From paper to benchmark: agentic, framework-based reproduction of under-specified methods in machine health intelligence

    May 27, 2026Raffael Theiler, Ludovico Comito, David Leko +3ReproducibilityMle-Bench Lite

    EPFL · University of Roma “La Sapienza”

  39. Picid: A Modular Evaluation Infrastructure for Reproducible PHM Across Tasks and Domains

    May 27, 2026Lev Telyatnikov, Raffael Theiler, Leandro Von Krannichfeldt +1Prognostics

    EPFL

  40. When Can We Trust Early Warnings? Leakage-Excluded Early Outcome Prediction from LMS Interaction Logs

    May 25, 2026Ngoc Luyen Le, Marie-Hélène Abel, Bertrand LaforgeEarly WarningLeakage

    Gamaizer, 93340 Le Raincy, France · Université de technologie de Compiègne, CNRS, Heudiasyc (Heuristics and Diagnosis of Complex Systems), CS 60319 - 60203 Compiègne Cedex, France · Sorbonne Université, CNRS UMR 7585, LPMHE (Laboratoire de Physique Nucléaire et des Hautes Énergies), 75252 Paris cedex 05, France

  41. Prognostic Value of Lung Ultrasound Biomarkers for Readmission Risk in Congestive Heart Failure: A Pilot Data-Driven Analysis

    May 16, 2026Jana Armouti, Laura Hutchins, Jacob Duplantis +12Cardiovascular Risk PredictionCardiac

    Carnegie Mellon University, Pittsburgh, USA · LSUHSC Internal Medicine, New Orleans, USA · Cosmetic Surgery Facility LLC, Baltimore, MD 21093, USA

  42. Dynamical Predictive Modelling of Cardiovascular Disease Progression Post-Myocardial Infarction via ECG-Trained Artificial Intelligence Model

    May 13, 2026Riccardo Cavarra, Lupo Lovatelli, Shaheim Ogbomo-Harmitt +4Electrocardiogram Foundation ModelsCardiac

    King’s College London, St Thomas’ Hospital, London, UK · North Bristol NHS Trust, Bristol, UK

  43. Uncertainty-Aware Prediction of Lung Tumor Growth from Sparse Longitudinal CT Data via Bayesian Physics-Informed Neural Networks

    May 13, 2026Lingfei Kong, Haoran MaPrognosticsTumor

    Department of Mathematics, Vanderbilt University, Nashville, TN, USA · John A. Paulson School of Engineering and Applied Science, Harvard University, Allston, MA, USA

  44. Multimodal Stepwise Clinically-Guided Attention Learning for Pathological Complete Response Prediction in Breast Cancer

    May 8, 2026Alice Natalina Caragliano, Valerio Guarrasi, Michela Gravina +2TumorPrognostics

    Unit of Artificial Intelligence and Computer Systems, Department of Engineering, Università Campus Bio-Medico di Roma, Rome, Italy · Department of Electrical Engineering and Information Technology, University of Naples Federico II, Naples, Italy · Department of Diagnostics and Intervention, Radiation Physics, Biomedical Engineering, Umeå University, Umeå, Sweden

  45. DARTS: Targeting Prognostic Covariates in Budget-Constrained Sequential Experiments

    May 7, 2026Kateryna Husar, Alexander VolfovskyCovariate BalancingBayesian Experimental Design

    Department of Statistical Science Duke University Durham, NC 27705

  46. Forecasting Oncology Demand Trends with Boosting-Based Bayesian Conjugate Models

    May 6, 2026Ademir Batista dos Santos Neto, Tiago Alessandro Espinola Ferreira, Paulo Renato Alves FirminoPrognosticsBayesian Inference

  47. A Domain Incremental Continual Learning Benchmark for ICU Time Series Model Transportability

    May 5, 2026Ryan King, Conrad Krueger, Ethan Veselka +2Intensive Care UnitPrognostics

    Computer Science & Engineering, Texas A&M University, College Station, United States

  48. Validation of an AI-based end-to-end model for prostate pathology using long-term archived routine samples

    May 4, 2026Xiaoyi Ji, Renata Zelic, Oskar Aspegren +11PrognosticsMultiple Instance Learning

    Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden · Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden · Department of Pelvic Cancer, Cancer Theme, Karolinska University Hospital, Stockholm, Sweden +8

  49. A Novel Preprocessing-Driven Approach to Remaining Useful Life (RUL) Prediction Using Temporal Convolutional Networks (TCN)

    May 4, 2026Florent Imbert, Tosin Adewumi, Hui HanUseful Life PredictionTemporal Convolutional Networks

    Machine Learning Group · Lulea University of Technology · Lulea, Sweden

  50. Remaining Useful Life Estimation for Turbofan Engines: A Comparative Study of Classical, CNN, and LSTM Approaches

    Apr 29, 2026Astitva Goel, Samarth Galchar, Sumit KanuUseful Life PredictionCnn-Lstm

    Khoury College of Computer Science, Northeastern University

  51. Radiomics- and Clinical Feature-Driven Prediction of Volumetric Response in Skull-Base Meningioma after CyberKnife Radiosurgery

    Apr 27, 2026Yin Lin, Elena De Martin, Giacomo Conte +6RadiomicsRadiotherapy

    DEIB Polytechnic University of Milan Milan, Italy · Health Department Fondazione IRCCS Istituto Neurologico Carlo Besta Milan, Italy · Neuroradiology Unit Fondazione IRCCS Istituto Neurologico Carlo Besta Milan, Italy +1

  52. RAG4Outcome: A Retrieval-Augmented Multimodal Framework for Prognostic Prediction in Chronic Osteomyelitis

    Apr 24, 2026Daqian Shi, Pei Han, Jishizhan Chen +4PrognosticsMultimodal Clinical Data

    Queen Mary University of London London, UK · Shanghai Sixth People’s Hospital Affiliated to SJTU School of Medicine Shanghai, CN · University College London London, UK

  53. Learning Dynamic Representations and Policies from Multimodal Clinical Time-Series with Informative Missingness

    Apr 23, 2026Zihan Liang, Ziwen Pan, Ruoxuan XiongMultimodal Clinical DataMultimodal Learning

    Emory University, Atlanta, USA

  54. Heterogeneity-Aware Personalized Federated Learning for Industrial Predictive Analytics

    Apr 21, 2026Yuhan Hu, Xiaolei FangFederated LearningPredictive Maintenance

    Edward P. Fitts Department of Industrial and Systems Engineering, North Carolina State University, Raleigh, NC, USA

  55. Ranking XAI Methods for Head and Neck Cancer Outcome Prediction

    Apr 17, 2026Baoqiang Ma, Djennifer K. Madzia-Madzou, Rosa C. J. Kraaijveld +1XaiMultidisciplinary Tumor Boards

    Image Sciences Institute, University Medical Center Utrecht

  56. Robustifying and Selecting Cohort-Appropriate Prognostic Models under Distributional Shifts

    Apr 16, 2026Dimitris Bertsimas, Carol Gao, Angelos G. Koulouras +1PrognosticsCohort

    Operations Research Center, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA. · Sloan School of Management, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA. · Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA. +1

  57. Disentangling Aleatoric and Epistemic Uncertainty in Physics-Informed Neural Networks. Application to Insulation Material Degradation Prognostics

    Jan 7, 2026Ibai Ramirez, Jokin Alcibar, Joel Pino +2Parametric Physics-Informed Neural NetworkHeat Diffusion

    Department of Electronics and Computer Science Mondragon University Arrasate-Mondragon, 20500, Spain · CARTIF Technology Centre Valladolid, 47151, Spain · Department of Physical Chemistry University of the Basque Country (EHU)[cs.LG] Basque Centre for Applied Mathematics (BCAM) Leioa, 20018, Spain +1

  58. Chronic Kidney Disease Prognosis Prediction Using Transformer

    Nov 4, 2025Yohan Lee, Dong Gyun Kang, SeHoon Park +2Chronic Kidney DiseasePrognostics

    Department of Transdisciplinary Medicine, Seoul National University Hospital, Seoul, South Korea · Department of Computer Science, Georgia Institute of Technology, Atlanta, GA, USA · Department of Nephrology, Seoul National University Hospital, Seoul, South Korea +1

  59. Monitoring the calibration of probability forecasts with an application to concept drift detection involving image classification

    Oct 29, 2025Christopher T. Franck, Anne R. Driscoll, Zoe Szajnfarber +1Image ClassificationPrognostics