Ensemble Learning

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18 papers in the last four weeks, up 38% on the four weeks before. 0.2% of all new papers.

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  1. Confidence-Aware Ensemble and Long-Word Refinement for Artistic Text Recognition

    Aug 30, 2026Lucas A. Dias, Henrique A. Schulz, Rafaela de Miranda +3Ensemble LearningScene Text Recognition

    Pontifical Catholic University of Paraná, Curitiba, Brazil

  2. ROBE: Reversed-Order-Biased-Experts for Extracting Extreme Long-tail Events from Historical Texts

    Aug 25, 2026Stella Verkijk, Piek VossenLong-Tailed ClassificationEnsemble Learning

    Vrije Universiteit Amsterdam · Huygens Instituut

  3. MLLM-Routed Heterogeneous Ensembles for Robust Cross-Dataset Image Classification

    Aug 13, 2026Daniel Perkins, John Squires, Janou Milligan +2Adaptive Model RoutingEnsemble Learning

    University of Tennessee, Knoxville · The Bredesen Center for Interdisciplinary Research and Graduate Education

  4. Automated binary classification of hazelnut X-ray images: A deep-learning benchmark for quality assessment

    Aug 12, 2026Giancarlo Sportelli, Nicola Belcari, Roberta Pace +4Agricultural Image AnalysisEnsemble Learning

    Department of Physics “E. Fermi”, University of Pisa, Largo Bruno Pontecorvo 3, 56127 Pisa, Italy · National Institute for Nuclear Physics (INFN), Pisa Division, Largo Bruno Potencorvo 3, 56127 Pisa, Italy · Institute for Agriculture and Forestry Systems in the Mediterranean, National Research Council of Italy (ISAFOM-CNR), Piazzale Enrico Fermi 1, Località Porto del Granatello, 80055 Portici, Naples, Italy +1

  5. Gaussian Meta-Space Augmentation for Stacking Ensembles in Multimodal IPMN Risk Stratification

    Aug 11, 2026Max A. Nelson, Eminenur Sen Tasci, Zhixiang Wang +12Ensemble LearningOrdinal Regression

    Machine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University, Chicago, IL, USA · Department of Computer Science, Johns Hopkins University, Baltimore, MD, USA · Istanbul Faculty of Medicine, Istanbul University, Istanbul, Turkey +2

  6. CLEAR: Class-wise Expert Aggregation with Structured Sampling for Long-Tailed Classification

    Aug 11, 2026Gawon LimLong-Tailed ClassificationEnsemble Learning

    School of Information Sciences University of Illinois Urbana-Champaign

  7. EVIL-Detect for NLPCC 2026 Shared Task 6: LLM-Generated Text Detection

    Aug 11, 2026Hongrui Bao, Hangyu Rong, Zhuoshang Wang +2AI-Generated Text DetectionLanguage Model Generation Evaluation

    Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China · School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China

  8. REATS: LLM Reasoning-based Ensemble Learning for Adaptive Time Series Forecasting

    Aug 10, 2026Xu Zhang, Chang Xu, Hui Sun +5RL for Language ModelsExplainable Time Series Forecasting

    Fudan University Shanghai, China · Microsoft Research Beijing, China · Jilin University Jilin, China

  9. Full-Feature versus Limited-Input Machine Learning for Residential Energy Estimation: A Comparative Analysis of RECS and ResStock Under Realistic Input Constraints

    Aug 10, 2026Aditya Ramnarayan, Fatih Evren, Patti Gunderson +1Surrogate ModelingEnsemble Learning

    PhD Intern, Pacific Northwest National Laboratory · Researcher, Building Systems Group at Pacific Northwest National Laboratory · Data Scientist, Building Systems Group at Pacific Northwest National Laboratory

  10. A Domain-Structured Ensemble Framework for Perioperative Outcome Prediction Using Electronic Health Record Data

    Aug 9, 2026Shikhar Shukla, Cristina BarboiEnsemble LearningClinical Outcome Prediction

    BioHealth Informatics Indiana University Indianapolis Indianapolis, USA · Department of Anesthesiology Indiana University School of Medicine Indianapolis, USA

  11. Accurate Ensembles, Fragile Narratives: Multi-Scale Stacking and a Fidelity Audit of LLM-Generated Explanations for Credit Risk

    Aug 8, 2026Gregorius Reynaldi Pratama, Kuo-Kun TsengFeature AttributionFaithfulness of Language Model Explanations

    School of Computer Science and Technology Harbin Institute of Technology, Shenzhen Shenzhen, China

  12. Uncertainty-Aware Ensemble Deep Randomized Neural Networks for Classification

    Aug 7, 2026M. Sajid, A. Quadir, A. Rahaman +2Ensemble LearningNeural Network Robustness

    Indian Institute of Technology Indore, Simrol, Indore, India · Qatar University, Qatar

  13. Hybrid Machine Learning Framework for Herd-Level Cattle Growth Pattern and Weight Gain Forecasting in Grazing-Based Production Systems

    Aug 6, 2026Muhammad Riaz Hasib Hossain, Rafiqul Islam, Shawn R. McGrath +2Irregular Time-Series ModelingMultivariate Time Series Forecasting

    a School of Computing, Mathematics and Engineering, Charles Sturt University, Wagga Wagga, NSW 2650, Australia · b School of Computing, Mathematics and Engineering, Charles Sturt University, Albury, NSW 2640, Australia · c Gulbali Institute for Agriculture, Water and Environment, Charles Sturt University, Wagga Wagga, NSW 2678, Australia +4

  14. Bayesian adaptively-weighted ensembles for few-shot abdominal segmentation

    Aug 6, 2026Abbas Al-Sabbagh, Shalom F. Mushtaq, Tomás M. da Silva +7Ensemble LearningMedical Image Segmentation

    Centre for Bioengineering, School of Engineering and Materials Science, Queen Mary University of London, London, United Kingdom · Digital Environment Research Institute, Queen Mary University of London, London, United Kingdom · Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, United Kingdom +1

  15. Adversarially Robust Abductive Fusion of Pre-trained Transformer-based Perception Models

    Aug 4, 2026Mario Leiva, Yue Ma, Qinru Qiu +2Distribution ShiftAbductive Reasoning

    1DCIC, Universidad Nacional del Sur (UNS) & ICIC (UNS-CONICET), Bahía Blanca, Argentina · 2Syracuse University, Syracuse, NY USA

  16. Frequency-Decorrelated Temporal Ensembles for EEG--fNIRS Imagined-Handwriting Decoding

    Aug 4, 2026Xiao Fan, Hongbin Guo, Yubo Han +1Cross-Subject EEG DecodingBrain-Computer Interfaces

    Xidian University

  17. Why Does Action Chunking Improve Behavioral Cloning Performance in Robotic Control?

    Aug 3, 2026Filippo Lazzati, Kyle Stachowicz, William Chen +3Ensemble LearningRobot Imitation Learning

    Politecnico di Milano · UC Berkeley

  18. An AI-Based Decision-Support Pipeline for Day-Ahead Photovoltaic Forecasting

    Aug 3, 2026Fariba Dehghan, Sebastian Stein, Vahid Yazdanpanah +2Ensemble LearningTime Series Forecasting

    University of Southampton

  19. ST-LoRA: Single Trajectory LoRA Ensemble for Uncertainty Aware Agricultural Segmentation

    Aug 2, 2026Mohamed Farag, Genc Hoxha, Yahia Maleki +2Image SegmentationEnsemble Learning

    Machine Learning in Agriculture Lab, Institute of Geodesy and Geoinformation, University of Bonn, Bonn, Germany · Commonwealth Scientific and Industrial Research Organisation (CSIRO), Australia · Lamarr Institute for Machine Learning and Artificial Intelligence, University of Bonn, Bonn, Germany

  20. Factorized AdaBoost.MH Achieves the Same Convergence Rate as AdaBoost.MH

    Aug 2, 2026Xin Zou, Jingyuan XuEnsemble LearningMulticlass Classification

  21. Breaking Diversity Collapse in Spiking Pseudo-Ensembles for Efficient OOD Detection in Remote Sensing

    Aug 2, 2026Srinivas Anumasa, Rushi Shah, Qiran Zou +1Efficient Neural Network InferenceEnsemble Learning

    National University of Singapore

  22. CALM-AH: An ABAW11-Calibrated Multimodal Ensemble with Reliability-Gated Multi-Expert Consensus for Video-Level Ambivalence and Hesitancy Recognition

    Jul 31, 2026Wenzhuo Sun, Mingjian Liang, Richard Attfield +3Ensemble LearningMultimodal Emotion Recognition

    Monash University, Melbourne, Australia · Monash Suzhou Research Institute, Suzhou, China

  23. Semi-Supervised Learning for Molecular Graphs via Ensemble Consensus

    Jul 30, 2026Rasmus Tirsgaard, Laurits Fredsgaard, Marisa Wodrich +2Ensemble LearningGraph-Based Semi-Supervised Learning

    Cognitive Systems, Department of Applied Mathematics and Computer Science, Technical University of Denmark.

  24. Feature Bagging Provides Stability

    Jul 29, 2026Yuheng Ma, Qiang SunEnsemble LearningAlgorithmic Stability

    School of Statistics, East China Normal University · University of Toronto · MBZUAI

  25. Tight Generalization Bound for AdaBoost

    Jul 29, 2026Mikael Møller HøgsgaardEnsemble LearningGeneralization Bounds

    Department of Statistics, University of Oxford

  26. Leak-Free Cross-Validated Stacking with Per-Architecture Calibration for Sand-Boil Segmentation in Earthen Levees

    Jul 28, 2026Padam Jung Thapa, Anav Katwal, Ayon Dey +4Image SegmentationEnsemble Learning

    The Center for Advanced Computer Studies (CACS), School of Computing and Informatics, University of Louisiana at Lafayette, Lafayette, LA 70504, USA · Department of Computer Science, LSU New Orleans, New Orleans, LA 70148, USA · US Army Corps of Engineers, Engineer Research and Development Center, Vicksburg, MS 39180, USA

  27. Calibrated Tree-Neural Fusion for Fine-Grained Vegetation Community Classification

    Jul 27, 2026Dristi Datta, Md Khalid Hasan Sakib, Manoranjan PaulRemote Sensing Image UnderstandingEnsemble Learning

    School of Information Technology and Engineering, Sydney Metropolitan Institute of Technology (SydneyMet), Sydney, NSW, 2000, Australia · Department of Electrical & Electronic Engineering, Rajshahi University of Engineering & Technology, Rajshahi, Bangladesh · School of Computing, Mathematics and Engineering, Charles Sturt University, Bathurst, NSW, 2795, Australia

  28. MAPLE: Efficient and Diverse Multi-Alpha Generation for Portfolio Construction

    Jul 27, 2026Yu-Chen Den, Kuan-Yu Chen, Kendro Vincent +1Learning to RankEnsemble Learning

    SinoPac Holdings · Taipei, Taiwan · National Chengchi University

  29. Variational Boosting for Physics-Informed Neural Networks

    Jul 27, 2026Kaylee Vo, Pavlos ProtopapasEnsemble LearningPDE Solving

    Harvard University

  30. Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation

    Jul 26, 2026Mihai Suteu, Ovidiu SerbanEnsemble LearningEnsemble Diversity

    Data Science Institute, Imperial College London