Concept Drift

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

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  1. Mitigating Concept Drift in QoS Prediction for Teleoperation of Autonomous Vehicles Using Historic Data

    Oct 6, 2026Xiyan Su, Jianning Gao, Mahmoud Ashri +1Concept DriftRobot Teleoperation

    Institute of Automotive Technology, Technical University of Munich (TUM), Boltzmannstr.15, DE-85748, Garching bei München, Germany

  2. Beyond Marginal Monitoring: Distributed Joint-Distribution Testing for Data Concept Drift in Large Scale E-Commerce Operations

    Oct 6, 2026Cagdas Pullu, Mahmut Emir Arslan, Bugra Balkac +4Two-Sample TestingConcept Drift

    Data & Analytics, Trendyol Group, Istanbul, 34485, Istanbul, Türkiye. · Department of Data Science and Analytics, Istanbul Technical University, Maslak, Istanbul, 34469, Istanbul, Türkiye.

  3. LiLib: Lifelong Air-to-Ground Path-Loss Prediction on UAVs via a Drift-Triggered Model Library

    Oct 5, 2026Minh TranConcept DriftWireless Communications

    Hanoi University of Science and Technology (HUST), Hanoi, Vietnam

  4. The Blind Spot Paradox: When Adaptive Classifiers Defeat Drift Detectors

    Oct 5, 2026Raphaël Minato, Fabrice Popineau, Arpad Rimmel +1Concept DriftDistribution Shift Detection

    Université Paris-Saclay, CNRS, Laboratoire Interdisciplinaire des Sciences du Numérique, 91190, Gif-sur-Yvette, France

  5. In a Streaming World, Should You Stand Still? A Comprehensive Benchmark of Anomaly Detection in Streams

    Sep 30, 2026Magali Parrino, Antoine Ajenjo, Emmanuel Remy +3Online Anomaly DetectionConcept Drift

    EDF R&D Chatou, France · ENS, PSL University, CNRS, Inria Paris, France · DI ENS, ENS, PSL University, CNRS, Inria Paris, France

  6. SR-Fraud: An Outcome-Supervised Reflective LLM Agent Framework for Non-Stationary Payment Fraud Detection

    Sep 23, 2026Xuwei Tan, Yao Ma, Xueru ZhangConcept DriftFinancial Fraud Detection

    Coinbase, Inc. · The Ohio State University

  7. HYDRA: Proactive Android Malware Drift Adaptation via Hierarchical Graph Contrastive Learning

    Sep 22, 2026Han Chen, Hanchen Wang, Hongmei Chen +3Unsupervised Domain AdaptationConcept Drift

    University of Technology Sydney Sydney, New South Wales, Australia · Yunnan University Kunming, Yunnan, China · University of New South Wales Sydney, New South Wales, Australia

  8. Concept Drift from a Causal Perspective

    Sep 21, 2026Eduardo V. L. Barboza, Jean Paul Barddal, Robert Sabourin +1Concept DriftDrifting Models

    LIVIA, École de Technologie Supérieure · Graduate Program in Informatics (PPGIa), Pontifícia Universidade Católica do Paraná (PUCPR)

  9. General Quantification of Covariate and Concept Shifts

    Sep 12, 2026Hongbo Chen, Li Charlie XiaDistribution ShiftConcept Drift

    Department of Statistics and Financial Mathematics, School of Mathematics, South China University of Technology, Guangzhou, China.

  10. SCCM : Stream Cruise Control Method for Automated Drift Detection and Adaptation

    Sep 10, 2026Mohammad Abu-Shaira, Weishi ShiConcept DriftAdaptive Learning

    Department of Computer Science and Engineering, University of North Texas, 1155 Union Circle #311366, Denton, 76203, Texas, USA

  11. Concept drift mitigation through community and spectral graph analysis for the detectionof cyberattacks in network traffic

    Sep 8, 2026Julien Michel, Abdul Qadir Khan, Majed Jaber +1Concept DriftNetwork Intrusion Detection

    Laboratoire de Recherche de l’EPITA, 14-16 Rue Voltaire, Le Kremlin-Bicêtre, 94270, France · ICube, UMR7357, Université de Strasbourg, Strasbourg, 67000, France

  12. Continual Graph Memory for Adaptive Recommendation under Intent Drift

    Sep 7, 2026Hao Nguyen Ngoc, Tung Nguyen, Nguyen Thi Hanh +2Concept DriftGraph-Based Agent Memory

    Phenikaa University, Vietnam · Hanoi University of Science and Technology, Vietnam · University of Technology Sydney, Australia

  13. Concept Drift Detection and Adaptive Retraining of Malware Classification Models

    Aug 13, 2026Christofer Washington Berruz Chungata, Martin Jurecek, Katerina Potika +2Concept DriftMalware Classification

    Department of Computer Science, San Jose State University · Faculty of Information Technology, Czech Technical University in Prague

  14. Incremental Evaluation and Training in Relational Deep Learning

    Aug 13, 2026Jakub Peleška, Gustav ŠírConcept DriftOnline Continual Learning

    Czech Technical University in Prague

  15. CFD-Guided Detection of Concept Drift in Multimodal Physiologic Signals

    Aug 7, 2026Farouk Ganiyu Adewumi, Timothy Oladunni, Rochak Ghimire +3Concept DriftElectrocardiography

  16. Challenges in Evaluating Explanation Methods for Static and Evolving Data

    Aug 6, 2026Jerzy StefanowskiExplainable Artificial IntelligenceConcept Drift

    Poznan University of Technology, Institute of Computing Sciences, Poland

  17. NOMADD: Numerical Optimization of Models Adapting to Data Drift

    Aug 3, 2026Swapn Shah, Keith BurghardtConcept DriftTabular ML

    University of North Carolina at Charlotte

  18. KC-Agent: A Dual-Process Cognitive Architecture for Efficient ML Model Improvement

    Aug 3, 2026Gusseppe Bravo-Rocca, Jordi Guitart, Ajay Dholakia +2Cognitive ModelingConcept Drift

    Barcelona Supercomputing Center, Barcelona, Spain · Cotiviti, South Jordan, UT, United States · Universitat Polit`ecnica de Catalunya, Barcelona, Spain +1

  19. Latent States in Neural Networks: Recovering the Temporal Structure of Drifting Data from Model Weights

    Jul 29, 2026Kevin GuanConcept DriftTransfer Learning

    Department of Mathematics, Princeton University

  20. MobiWave: Dispatch-Oriented Graph Wavelets and Drift-Guided Selective Optimization for Autonomous Fleet Rebalancing

    Jul 27, 2026Xiao Han, Pinbo Wang, Yuanshao Zhu +2Graph Neural NetworksConcept Drift

  21. Drift-Aware RL-based Wavelet Denoising for Network-Traffic Anomaly Detection

    Jul 22, 2026Priyalakshmi Sheela, Indrakshi DeyReinforcement LearningConcept Drift

    Walton Institute, Department of Computing, South East Technological University, Waterford, Ireland

  22. Black-Mamba: Biologically-Inspired Leaky Accumulation for Conceptual Knowledge under Distribution Drift

    Jul 21, 2026Giuseppe Soriano, Nicola Tonellotto, Alberto GottaTest-Time AdaptationConcept Drift

    University of Pisa National Research Council (CNR) Pisa, Italy · University of Pisa Pisa, Italy · National Research Council (CNR) Pisa, Italy

  23. A Continual Validation, Updating, and Decision-Making Framework for Self-Adaptive Digital Twins via Robust Model Predictive Control: A Case Study in Additive Manufacturing

    Jul 20, 2026Yi-Ping Chen, Ying-Kuan Tsai, Vispi Karkaria +3Neural Surrogate ModelingConcept Drift

    Department of Mechanical Engineering, Northwestern University · Department of Industrial Engineering and Management Science, Northwestern University

  24. Dimension-Calibrated Unexplained Mass: An Interpretable Drift Statistic for Contamination Monitoring in Data Streams

    Jul 18, 2026Behnam AsadiConcept DriftGaussian Mixture Models

  25. ADORN: Adaptive Drift handling for Open RAN using Reinforcement Learning

    Jul 9, 2026Ashit Kumar Subudhi, Bhargav Chirumamilla, Shubham Vaishnav +5Concept DriftOpen Radio Access Network

    Indian Institute of Technology Dharwad, Karnataka, India · Johns Hopkins University, USA · Stockholm University, Sweden +2

  26. Self-Adaptive Anomaly Detection with Reinforcement Learning and Human Feedback in Connected Vehicles

    Jul 9, 2026Matthias Weiß, Athreya Hosahalli Prakash, Maurice Artelt +3Online Anomaly DetectionConcept Drift

    Institute of Industrial Automation and Software Engineering (IAS), University of Stuttgart, Pfaffenwaldring 47, 70550 Stuttgart, Germany

  27. When Does Continual Learning Require Learning

    Jul 8, 2026Anne Harrington, Nayan Saxena, Michael Murphy +7Continual Learning for LLMsConcept Drift

    1UC Berkeley · 2Independent · 3Capital Fund Management

  28. Hybrid Active-Online Learning Framework for Label-Efficient Concept Drift Adaptation in Optical Network Failure Detection

    Jun 29, 2026Yousuf Moiz Ali, Jaroslaw E. Prilepsky, João Pedro +4Concept DriftActive Learning

    Aston University, Birmingham, UK · Nokia, Optical Networks, Carnaxide, Portugal · Nokia, Munich, Germany

  29. DriftGuard: Safety-Aware Multi-Monitor Detection and Selective Adaptation for Evolving Toxicity Moderation

    Jun 27, 2026Yuting Xin, Hanyu Cai, Binqi Shen +2Concept DriftContinual Test-Time Adaptation

    Department of Information and Decision Sciences University of Minnesota Minneapolis, USA · Department of Industrial Engineering and Management Sciences Northwestern University Evanston, USA · Fuqua School of Business Duke University Durham, USA +1

  30. DT-GOL: Dual-Track Geometric Online Learning in Nonstationary Environment with Label Delay

    Jun 22, 2026Yulin Wang, Yi He, Dianlong You +1Concept Drift

    College of Computer and Information Science, Southwest University Chongqing, China · Department of Data Science, College of William and Mary Williamsburg, VA, USA · School of Artificial Intelligence (School of Software), Yanshan University Qinhuangdao, Hebei, China