publications

Publications are grouped by year. Each entry includes a preview image slot, and entries without one fall back to the default placeholder.

2025

  1. arXiv

    Bridge the Gaps between Machine Unlearning and AI Regulation

    Bill Marino , Meghdad Kurmanji , and Nicholas D. Lane

    arXiv preprint arXiv:2502.12430 · 2025

    BibTeX
    @article{marino2025bridge,
      title = {Bridge the Gaps between Machine Unlearning and AI Regulation},
      author = {Marino, Bill and Kurmanji, Meghdad and Lane, Nicholas D.},
      journal = {arXiv preprint arXiv:2502.12430},
      year = {2025},
      abbr = {arXiv},
      url = {https://arxiv.org/pdf/2502.12430}
    }
    
  2. arXiv

    LUNAR: LLM Unlearning via Neural Activation Redirection

    William F. Shen , Xinchi Qiu , Meghdad Kurmanji , Alex Iacob , Lorenzo Sani , Yikai Chen , Nicola Cancedda , and Nicholas D. Lane

    arXiv preprint arXiv:2502.07218 · 2025

    BibTeX
    @article{shen2025lunar,
      title = {LUNAR: LLM Unlearning via Neural Activation Redirection},
      author = {Shen, William F. and Qiu, Xinchi and Kurmanji, Meghdad and Iacob, Alex and Sani, Lorenzo and Chen, Yikai and Cancedda, Nicola and Lane, Nicholas D.},
      journal = {arXiv preprint arXiv:2502.07218},
      year = {2025},
      abbr = {arXiv},
      url = {https://arxiv.org/pdf/2502.07218}
    }
    

2024

  1. SIGMOD

    Machine Unlearning in Learned Databases

    Meghdad Kurmanji , Efi Triantafillou , and Peter Triantafillou

    Proceedings of the ACM on Management of Data (SIGMOD) · 2024

    BibTeX
    @inproceedings{kurmanji2024unlearningdb,
      title = {Machine Unlearning in Learned Databases},
      author = {Kurmanji, Meghdad and Triantafillou, Efi and Triantafillou, Peter},
      booktitle = {Proceedings of the ACM on Management of Data (SIGMOD)},
      year = {2024},
      abbr = {SIGMOD},
      url = {https://dl.acm.org/doi/pdf/10.1145/3639304}
    }
    
  2. NeurIPS

    What Makes Unlearning Hard and What to Do About It

    Kai Zhao , Meghdad Kurmanji , George Barbulescu , Efi Triantafillou , and Peter Triantafillou

    Advances in Neural Information Processing Systems (NeurIPS) · 2024

    BibTeX
    @inproceedings{zhao2024rum,
      title = {What Makes Unlearning Hard and What to Do About It},
      author = {Zhao, Kai and Kurmanji, Meghdad and Barbulescu, George and Triantafillou, Efi and Triantafillou, Peter},
      booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
      year = {2024},
      abbr = {NeurIPS},
      url = {https://arxiv.org/pdf/2406.01257}
    }
    
  3. arXiv

    DEPT: Decoupled Embeddings for Pre-training Language Models

    Alex Iacob , Lorenzo Sani , Meghdad Kurmanji , William F. Shen , Xinchi Qiu , Dongqi Cai , Yan Gao , and Nicholas D. Lane

    arXiv preprint arXiv:2410.05021 · 2024

    BibTeX
    @article{iacob2024dept,
      title = {DEPT: Decoupled Embeddings for Pre-training Language Models},
      author = {Iacob, Alex and Sani, Lorenzo and Kurmanji, Meghdad and Shen, William F. and Qiu, Xinchi and Cai, Dongqi and Gao, Yan and Lane, Nicholas D.},
      journal = {arXiv preprint arXiv:2410.05021},
      year = {2024},
      abbr = {arXiv},
      url = {https://arxiv.org/pdf/2410.05021}
    }
    

2023

  1. NeurIPS

    Towards Unbounded Machine Unlearning

    Meghdad Kurmanji , Peter Triantafillou , Jamie Hayes , and Efi Triantafillou

    Advances in Neural Information Processing Systems (NeurIPS) · 2023

    BibTeX
    @inproceedings{kurmanji2023unbounded,
      title = {Towards Unbounded Machine Unlearning},
      author = {Kurmanji, Meghdad and Triantafillou, Peter and Hayes, Jamie and Triantafillou, Efi},
      booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
      year = {2023},
      abbr = {NeurIPS},
      url = {https://arxiv.org/pdf/2302.09880.pdf}
    }
    
  2. SIGMOD

    Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data

    Meghdad Kurmanji and Peter Triantafillou

    Proceedings of the ACM on Management of Data (SIGMOD) · 2023

    BibTeX
    @inproceedings{kurmanji2023ddup,
      title = {Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data},
      author = {Kurmanji, Meghdad and Triantafillou, Peter},
      booktitle = {Proceedings of the ACM on Management of Data (SIGMOD)},
      year = {2023},
      abbr = {SIGMOD},
      url = {https://arxiv.org/pdf/2210.05508.pdf}
    }
    

2021

  1. SIGMOD

    PGMJoins: Random Join Sampling with Graphical Models

    Ali Mohammad Shanghooshabad , Meghdad Kurmanji , Qi Ma , Mher Shekelyan , Milad Almasi , and Peter Triantafillou

    Proceedings of the ACM on Management of Data (SIGMOD) · 2021

    BibTeX
    @inproceedings{shanghooshabad2021pgmjoins,
      title = {PGMJoins: Random Join Sampling with Graphical Models},
      author = {Shanghooshabad, Ali Mohammad and Kurmanji, Meghdad and Ma, Qi and Shekelyan, Mher and Almasi, Milad and Triantafillou, Peter},
      booktitle = {Proceedings of the ACM on Management of Data (SIGMOD)},
      year = {2021},
      abbr = {SIGMOD},
      url = {https://dl.acm.org/doi/10.1145/3448016.3457302}
    }
    
  2. CIDR

    Learned Approximate Query Processing: Make It Light, Accurate and Fast

    Qi Ma , Ali Mohammad Shanghooshabad , Milad Almasi , Meghdad Kurmanji , and Peter Triantafillou

    Conference on Innovative Data Systems Research (CIDR) · 2021

    BibTeX
    @inproceedings{ma2021dbest,
      title = {Learned Approximate Query Processing: Make It Light, Accurate and Fast},
      author = {Ma, Qi and Shanghooshabad, Ali Mohammad and Almasi, Milad and Kurmanji, Meghdad and Triantafillou, Peter},
      booktitle = {Conference on Innovative Data Systems Research (CIDR)},
      year = {2021},
      abbr = {CIDR},
      url = {https://15799.courses.cs.cmu.edu/spring2022/papers/21-systems3/cidr2021_paper15.pdf}
    }
    

2019

  1. ICEE

    A Comparison of 2D and 3D Convolutional Neural Networks for Hand Gesture Recognition from RGB-D Data

    Meghdad Kurmanji and Faramarz Ghaderi

    Iranian Conference on Electrical Engineering (ICEE) · 2019

    BibTeX
    @inproceedings{kurmanji2019gesture,
      title = {A Comparison of 2D and 3D Convolutional Neural Networks for Hand Gesture Recognition from RGB-D Data},
      author = {Kurmanji, Meghdad and Ghaderi, Faramarz},
      booktitle = {Iranian Conference on Electrical Engineering (ICEE)},
      year = {2019},
      abbr = {ICEE},
      url = {https://ieeexplore.ieee.org/abstract/document/8786671}
    }