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Chatzi, Eleni

  1. SimMMDG: A Simple and Effective Framework for Multi-modal Domain Generalization
    2023/10/30 by Hao Dong, Dong, Hao, Ismail Nejjar +7 · 12 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #Cancer-related molecular mechanisms research #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  2. Bridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems
    2022/12/15 by Arcieri, Giacomo, Hoelzl, Cyprien, Schwery, Oliver +3 · 4 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
  3. The Language of Hyperelastic Materials
    2024/01/24 by Georgios Kissas, Siddhartha Mishra, Kissas, Georgios +5 · 5 citations
    Computer Science · Materials Science · #Model-Driven Software Engineering Techniques #Material Properties and Failure Mechanisms
  4. POMDP inference and robust solution via deep reinforcement learning: An application to railway optimal maintenance
    2023/07/16 by Arcieri, Giacomo, Hoelzl, Cyprien, Schwery, Oliver +3 · 4 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  5. Towards Multimodal Open-Set Domain Generalization and Adaptation through Self-supervision
    2024/07/01 by Hao Dong, Dong, Hao, Eleni Chatzi +3 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Text and Document Classification Technologies
  6. VpROM: A novel Variational AutoEncoder-boosted Reduced Order Model for the treatment of parametric dependencies in nonlinear systems
    2023/04/11 by Simpson, Thomas, Vlachas, Konstantinos, Garland, Anthony +2 · 3 citations
    #Computational Engineering #FOS: Computer and information sciences #FOS: Mathematics #Finance #Numerical Analysis (math.NA) #and Science (cs.CE)
  7. Advances in Multimodal Adaptation and Generalization: From Traditional Approaches to Foundation Models
    2025/01/30 by Hao Dong, Dong, Hao, M. H. Liu +11 · 6 citations
    Psychology · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Language, Metaphor, and Cognition #Machine Learning (cs.LG) #Robotics (cs.RO)
  8. Graph Neural Networks for Aerodynamic Flow Reconstruction from Sparse Sensing
    2023/01/09 by Gregory Duthé, Imad Abdallah, Duthé, Gregory +5 · 2 citations
    Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications
  9. Discussing the Spectrum of Physics-Enhanced Machine Learning; a Survey on Structural Mechanics Applications
    2023/10/31 by Marcus Haywood-Alexander, Haywood-Alexander, Marcus, Wei Liu +7 · 2 citations
    Engineering · Physics and Astronomy · #FOS: Computer and information sciences #Fluid Dynamics and Vibration Analysis #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Refrigeration and Air Conditioning Technologies
  10. Relational VAE: A Continuous Latent Variable Model for Graph Structured\n Data
    2021/06/30 by Charilaos Mylonas, Imad Abdallah, Mylonas, Charilaos +3 · 1 citation
    Computer Science · #Advanced Graph Neural Networks #Bayesian Modeling and Causal Inference #Computational Engineering #FOS: Computer and information sciences #Finance #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #and Science (cs.CE)
  11. NNG-Mix: Improving Semi-supervised Anomaly Detection with Pseudo-anomaly Generation
    2023/11/20 by Dong, Hao, Frusque, Gaëtan, Zhao, Yue +2 · 1 citation
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  12. MultiOOD: Scaling Out-of-Distribution Detection for Multiple Modalities
    2024/05/27 by Dong, Hao, Zhao, Yue, Chatzi, Eleni +1 · 2 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  13. A Reduced Order Model conditioned on monitoring features for estimation and uncertainty quantification in engineered systems
    2024/07/24 by Vlachas, Konstantinos, Simpson, Thomas, Garland, Anthony +3 · 1 citation
    #Computational Engineering #FOS: Computer and information sciences #Finance #and Science (cs.CE)
  14. Grammar-based Ordinary Differential Equation Discovery
    2025/04/03 by Karin L. Yu, Yu, Karin L., Eleni Chatzi +3 · 2 citations
    Computer Science · Decision Sciences · #Time Series Analysis and Forecasting #Modeling and Simulation Systems #Simulation Techniques and Applications
  15. Response Estimation and System Identification of Dynamical Systems via Physics-Informed Neural Networks
    2024/10/02 by Haywood-Alexander, Marcus, Arcieri, Giacomo, Kamariotis, Antonios +1 · 1 citation
    #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG)
  16. Graph Transformers for inverse physics: reconstructing flows around arbitrary 2D airfoils
    2025/01/28 by Duthé, Gregory, Abdallah, Imad, Chatzi, Eleni · 2 citations
    #Artificial Intelligence (cs.AI) #Computational Engineering #FOS: Computer and information sciences #Finance #Machine Learning (cs.LG) #and Science (cs.CE)
  17. Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization
    2025/01/23 by Dong, Hao, Chatzi, Eleni, Fink, Olga · 2 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  18. A Mechanistic Analysis of Transformers for Dynamical Systems
    2025/12/24 by Gregory Duthé, Duthé, Gregory, Nikolaos Evangelou +7 · 1 citation
    Computer Science · Environmental Science · Physics and Astronomy · #Computational Engineering #Ecosystem dynamics and resilience #FOS: Computer and information sciences #Finance #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Reservoir Computing #and Science (cs.CE)
  19. To Trust Or Not To Trust Your Vision-Language Model's Prediction
    2025/05/29 by Hao Dong, M. H. Liu, Dong, Hao +7 · 2 citations
    Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications