Data-Driven

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5 papers in the last 28 days · 0.1% of indexed attention

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Period ending 2026-09-14

3 new papers

A weekly snapshot of new work published in Data-Driven.

Period ending 2026-09-07

3 new papers

A weekly snapshot of new work published in Data-Driven.

108 papers

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  1. High-Fidelity Digital Twin Data Models by Randomized Dynamic Mode Decomposition and Deep Learning with Applications in Fluid Dynamics

    Sep 15, 2026Diana A. BistrianDigital TwinsData-Driven

  2. A Data-Driven Framework for Identifying and Prioritizing RPA Opportunities in Healthcare Processes

    Sep 8, 2026Maria Alejandra Gomez, Juan Manuel CastilloHealthcarePrioritization

  3. Unraveling the Real Working Mechanism and Inherent Flaws of GAE: A Method for Interpreting Transformer Processes from an Economic Perspective

    Sep 7, 2026Yongjin Cui, Xiaohui FanExplainable Artificial IntelligenceXai

  4. Rethinking Learnability in Offline Data-driven Optimization

    Sep 1, 2026Chao Qian, Chen-Guang Wang, Rong-Xi Tan +1Black-Box OptimizationGradient-Based Trajectory Optimization

  5. Data-Driven Persona-Conditioned Agents for A/B Test Simulation

    Sep 1, 2026Ziyad Benomar, Weronika Łajewska, Leonardo Perelli +1Social SimulationsPersonas

  6. A Hybrid PEM-GP Framework for Uncertainty-Aware System Identification of Quadcopters

    Aug 31, 2026Abdallah Ghoul, Ismail Khalil Bousserhane, Kadri BoufeldjaQuadrotor ControlSystem Identification

  7. On the Structural Limits of Machine Learning Decision Systems: An Information-Theoretic, Interaction-Based, and Stochastic-Dynamical Perspective

    Aug 13, 2026Nestor R. Barraza, Gabriel PenaMachine LearningFundamental Limits

  8. Diffusion-Based Data-Driven Assortment Optimization

    Aug 11, 2026Junyi Liao, Xiaohui Jiang, Zhengwei Tong +2Data-Driven

  9. Task-to-Model Optimization for Enterprise LLM Coding Assistants: A Data-Driven Framework for Cost-Optimal Routing

    Aug 9, 2026Srinivasan Manoharan, Junhua Zhao, Fangbo Tu +6Large Language Model RoutingJoint Optimization

  10. SetEasy: A Multi-Modal Classroom Engagement Assessment and Seating Optimization Framework

    Aug 7, 2026Zhihao Xie, Hongye Yang, Shien LiuData-DrivenAssessment

  11. Shaping Human-AI Interactions to Provide Improvement Pathways and Balance Competing Objectives

    Aug 6, 2026Keziah NaggitaHuman-Ai InteractionObjectives

  12. Cardiovascular Digital Twins from Physics Based to Data Driven Approaches

    Aug 3, 2026Emmanuel Lwele, Francis ChikwetoPatient-SpecificVascular Network

  13. Neural Network-Assisted CLEAN for Channel Modeling in Low-SNR Regimes

    Jul 29, 2026Chaofan Deng, Linyu Sun, Jaeho Lee +1Channel EstimationChannel State Information

  14. A Multi-stage Constrained Optimization Framework for Data-driven Problems

    Jul 26, 2026Ye ShiVariational EncoderConstrained Optimization

  15. StARS: Socially Appropriate Robot Actions via a Recommender System-Driven Approach

    Jul 23, 2026Erencem Ozbey, Fethiye Irmak Dogan, Jin Huang +1Human-Robot InteractionAction Selection

  16. A Diffusion-Model Subpopulation Digital Twin for Mobile Health Deployment: A Case Study on the HeartSteps Intervention

    Jul 23, 2026Ziping Xu, Yuyi Chang, Chenshun Ni +5Digital TwinsTwins

  17. Koopman DCM: Unstable Eigenfunctions as Data-driven Representations for Legged Balancing

    Jul 21, 2026Stéphane CaronKoopman OperatorLocomotion

  18. Revisiting data-driven dynamic security assessment with a tabular foundation model

    Jul 17, 2026Olayiwola Arowolo, Maosheng Yang, Jochen CremerPower SystemsTabular Foundation Models

  19. Conditional Invertible Neural Networks for Data-Driven UAV Control: A 2-D Proof of Concept

    Jul 15, 2026Christian Wittke, Stephan Myschik, Oliver NiggemannQuadrotor ControlNeural Control

  20. IMMNet: Hybrid Fusion of Model-based and Data-driven Approaches for Maneuvering Target Tracking

    Jul 15, 2026Yixuan Zhao, Chaoqun Yang, Lin Gao +2Multi-Object TrackingData-Driven

  21. Fast Data-Driven Modeling of Hydraulic Clutch Control Pressure with Latch-State Classification and Gaussian Process Regression

    Jul 11, 2026Yash Bagla, Jason SchneiderData-DrivenGaussian Process

  22. Data-Driven Telecom Marketing Optimization: A Machine Learning-Based Churn Prediction and Customer Segmentation Framework

    Jul 11, 2026Nada Ali, Lina Ahmed, Tahani Abdalla Attia GasmallaChurn PredictionReasoning Segmentation

  23. How much Data do We Need? Sequential Data Collection for Stochastic Programming

    Jul 11, 2026Xin Li, Juergen Branke, Xuan Vinh DoanOptimal StoppingStochastic Optimization

  24. DKDNet: Dual Knowledge and Data-Driven Network for Cross-Domain Automatic Modulation Classification

    Jul 9, 2026Shuang Wang, Chenxu Wang, Hantong Xing +3Automatic Modulation ClassificationCross-Modal Knowledge Distillation

  25. Synthetic Consumer Insight Generation with Large Language Models

    Jul 7, 2026Stephen L. France, Pia. A. AlbinssonSynthetic DataSurvey

  26. Data-Driven Forward and Inverse Modeling of V-Beam Thermal Sensors

    Jul 4, 2026Tudor Bartha, Radu Chiorean, Adrian GrozaTemperature SensorsGenerative Inverse Design

  27. Audio-Based Understanding of Audiobook Narration Appeal

    Jul 2, 2026Shahar Elisha, Mariano Beguerisse-Díaz, Emmanouil BenetosAudio ReasoningNarratives

  28. Koopman operator theory: fundamentals, control, and applications

    Jul 2, 2026Igor Mezić, Jorge Cortés, Karl Worthmann +2Koopman OperatorModel Predictive Control

  29. Profit-Based Counterfactual Explanations for Product Improvement: A Case Study of Manga Sales in Japan

    Jul 2, 2026Keita Kinjo, Takeshi EbinaCounterfactual ExplanationObjective Functions

  30. Data-Driven Energy-Based Learning via Gibbs Measures on Hierarchical Structures

    Jun 29, 2026L. U. Abdullaev, F. Herrera, U. A. Rozikov +1Gibbs MeasuresData-Driven

  31. Data-Driven Modeling and Control for Tethered Space Systems with Koopman-Informed Graphs

    Jun 29, 2026Ao Jin, Yifeng Ma, Panfeng Huang +1Model Predictive ControlSpacecraft

  32. Kriging and neural network models for pressure losses across perforated plates

    Jun 28, 2026Shuai LiComputational Fluid DynamicData-Driven

  33. The Remittance Blueprint: Data-driven Intelligence for Sri Lanka

    Jun 26, 2026Dhinanjaya Fernando, Dinura Ginige, Kalana Lakshan +6Sri LankaData-Driven

  34. Reasoning Beyond Prediction: From Data-Driven to Causal Software Engineering

    Jun 26, 2026Roberto Pietrantuono, Luca Giamattei, Stefano RussoSoftware EngineeringSoftware

  35. Clinical Harness for Governable Medical AI Skill Ecosystems

    Jun 25, 2026Tianhan Xu, Lei Bao, Zhe Hu +2Trustworthy Medical Artificial IntelligenceArtificial Intelligence Governance

  36. Data-driven Machine Learning Cannot Reach Symbolic-level Logical Reasoning -- The Limit of the Scaling Law

    Jun 24, 2026Tiansi Dong, Mateja Jamnik, Pietro LiòArtificial Neural NetworksData-Driven

  37. Data-Driven Evolution of Library and Information Science Research Methods (1990-2022): A Perspective Based on Fine-grained Method Entities

    Jun 24, 2026Chengzhi Zhang, Yi Mao, Shuyu PengMethodologyData-Driven

  38. LLM-ACES: Closed-Loop Discovery of Dynamical Systems with LLM-Guided Adaptive Search

    Jun 23, 2026Nikhil Abhyankar, Sha Li, Sanchit Kabra +3Dynamical SystemsSymbolic Regression

  39. Automated Residual Plot Assessment With the R Package autovi and the Shiny Application autovi.web

    Jun 23, 2026Weihao Li, Dianne Cook, Emi Tanaka +2Residual LearningVisual Analytics

  40. SWAP: Symmetric Equivariant World-Model for Agile Robot Parkour

    Jun 18, 2026Kaixin Lan, Ze Wang, Hongyi Li +6Scalable Robot LearningRobots

  41. A Survey on Data-Driven Models for Soil Moisture Regression and Classification

    Jun 16, 2026Ilektra Tsimpidi, George Georgoulas, Vidya Sumathy +1Fundamental Hydrological PrinciplesArtificial Intelligence Models

  42. Deep Unfolded Latent Optimally Partitioned-l2/l1 Networks for Data-driven Block-Sparse Recovery

    Jun 10, 2026Takanobu Furuhashi, Hidekata Hontani, Qibin Zhao +1Deep Unfolding NetworksConvex Optimization

  43. When Do Data-Driven Systems Exhibit the Capability to Infer?

    Jun 10, 2026Maximilian Poretschkin, Tabea NaevenResponsible Artificial IntelligenceArtificial Intelligence Systems

  44. Data-Driven Dynamic Assortment in Online Platforms: Learning about Two Sides

    Jun 9, 2026Rahul Roy, Nur Sunar, Jayashankar M. SwaminathanMatching MarketsOptimal Comparison Allocation

  45. Data-Driven Runway and Taxiway Exits Prediction of Landing Aircraft: A Case Study at Hartsfield-Jackson Atlanta International Airport

    Jun 9, 2026Alex Porcayo, Yutian Pang, Maria Thomas +1Air Traffic ControlAccurate Traffic Forecasting

  46. Learning Splitting Heuristics for Parallel String Solvers

    Jun 9, 2026Chenhao Gao, Peisen YaoHeuristicsSplit Learning

  47. From inverse problems to neural operators: prediction, mechanism, and generalization of data-driven models

    Jun 8, 2026Conor RowanNeural OperatorsNeural Ordinary Differential Equations

  48. Physics-Guided Dual Decoding and Spectral Supervision for Global 3D Hydrometeor Prediction

    Jun 7, 2026Dandan Chen, Yaqiang WangPhysics-Guided Deep Learning FrameworkData-Driven

  49. Integrating Deep Learning Demand Forecasting with Multi-Objective Optimization for Circular Coffee Supply Chains: A Data-Driven Framework for Cost, Emissions, and Freshness Management

    Jun 6, 2026Gerçek Budak, Faraz Gholamzadeh Gharehgheshlaghi, Melika Barjesteh Vaezi +1Software Supply ChainsMulti-Objective Optimization

  50. IDDMBSE: Integrating Data-Driven and Model-Based Systems Engineering for Trusted Autonomous Cyber-Physical Systems

    Jun 4, 2026John S. Baras, Sai Sandeep Damera, Ryan Matheu +2Cyber-Physical SystemEngineering

  51. Integrating Mechanistic and Data-Driven Models for Neurological Disorders through Differentiable Programming

    Jun 4, 2026Shah Pallav Dhanendrakumar, Saikat Pal, Sitikantha RoyNeural Ordinary Differential EquationsDeep Learning Models

  52. Hybrid Neural Ordinary Differential Equations for Data-Efficient Polymerization Modeling with Incomplete Kinetics

    Jun 1, 2026Marah Almanasreh, Alexander Mitsos, Eike CramerIncomplete KineticsPolymer

  53. Developing a novel Comorbidities Index for predicting 10-year mortality in Prostate Cancer patients: A computational data-driven approach

    May 29, 2026Davide Farinati, Francesco Barletta, Paolo Zaurito +6Survival PredictionsNon-Small Cell Lung Cancer

  54. TabCausal: Pretraining Across Causal Environments for Tabular Causal Discovery

    May 29, 2026Zi-Rong Li, Si-Yang Liu, Tian-Zuo Wang +1Causal DiscoveryCausal Structure and Reasoning

  55. Rationalize: Shared Semantic Reasoning for Human-AI Alignment

    May 28, 2026Aritra Dasgupta, Naga Datha Saikiran Battula, Avina Nakarmi +3Artificial Intelligence AlignmentHuman-Ai Collaboration

  56. BuilDyn: Excitation-Driven Data Generation for Building Thermal Dynamics Modeling and Control

    May 28, 2026Felix Koch, Thomas Krug, Fabian Raisch +2Data-DrivenHeat Diffusion

  57. Learning and Adaptation in Wire Arc Additive Manufacturing Bead Geometry Control

    May 27, 2026Chen-Lung Lu, John WenAdditive ManufacturingData-Driven

  58. Faster Thermal Profiling of a Lunar Rover with Machine Learning Adapted Finite Difference Model

    May 26, 2026Samuel Weber, Zaki Hasnain, Souma ChowdhuryHeat DiffusionTemperature Sensors

  59. Control Physiology: An Agent-Based Model of FAIR-CAM Dynamics

    May 26, 2026Jack Jones, Laura VoicuAgent-Based ModelRemediation

  60. Balancing Fairness, Privacy, and Accuracy: A Multitask Adversarial Framework for Centralized Data-Driven Systems

    May 23, 2026Imesh Ekanayake, Elham Naghizade, Jeffrey ChanFairness-Aware LearningFairness