Publications

Robust Multimodal Learning with Missing Modalities via Parameter-Efficient Adaptation
Md Kaykobad Reza, Ashley Prater-Bennette, M. Salman Asif
Proposed a parameter efficient adaptation method for multimodal models that can enhance missing modality performance and applicable to diverse modality combinations, datasets and tasks.
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) - 2024
IEEE TPAMI / arXiv / Webpage / Blog / BIB
@ARTICLE{Reza2024RobustMML, author={Reza, Md Kaykobad and Prater-Bennette, Ashley and Asif, M. Salman}, journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, title={Robust Multimodal Learning with Missing Modalities via Parameter-Efficient Adaptation}, year={2024}, volume={}, number={}, pages={1-13}, keywords={Adaptation models;Training;Computational modeling;Robustness;Modulation;Transforms;Sentiment analysis;Data models;Solid modeling;Knowledge engineering;Robust multimodal learning;parameter-efficient adaptation;missing modality adaptation;missing modality robustness}, doi={10.1109/TPAMI.2024.3476487} }
MMSFormer: Multimodal Transformer for Material and Semantic Segmentation
Md Kaykobad Reza, Ashley Prater-Bennette, M. Salman Asif
Proposed a novel fusion strategy and model for multimodal material and semantic segmentation that outperforms current state of the art model in all modality combinations.
IEEE Open Journal of Signal Processing (OJSP) - 2024
IEEE OJSP / arXiv / Webpage / Code / Blog / BIB
@ARTICLE{Reza2024MMSFormer, author={Reza, Md Kaykobad and Prater-Bennette, Ashley and Asif, M. Salman}, journal={IEEE Open Journal of Signal Processing}, title={MMSFormer: Multimodal Transformer for Material and Semantic Segmentation}, year={2024}, volume={5}, number={}, pages={599-610}, keywords={Image segmentation;Feature extraction;Transformers;Task analysis;Fuses;Semantic segmentation;Decoding;Multimodal fusion;multimodal image segmentation;material segmentation;semantic segmentation;transformer}, doi={10.1109/OJSP.2024.3389812} }
MMP: Towards Robust Multi-Modal Learning with Masked Modality Projection
Niki Nezakati, Md Kaykobad Reza, Ameya Patil, Mashhour Solh, M. Salman Asif
Masked Modality Projection (MMP) trains a single model to handle missing modalities by learning to project available inputs, improving robustness across various missing modality scenarios.
Under Review
arXiv / Blog / BIB
@article{nezakati2024mmp, title={MMP: Towards Robust Multi-Modal Learning with Masked Modality Projection}, author={Nezakati, Niki and Reza, Md Kaykobad and Patil, Ameya and Solh, Mashhour and Asif, M. Salman}, journal={arXiv preprint arXiv:2410.03010}, year={2024} }
Model, Analyze, and Comprehend User Interactions and Various Attributes within a Social Media Platform
Md Kaykobad Reza, S M Maksudul Alam, Yiran Luo, Youzhe Liu
Developed a graph-based approach to model and analyze social media user interactions, revealing key insights into community dynamics, user behavior, and content preferences.
Under Review
arXiv / BIB
@article{reza2024model, title={Model, Analyze, and Comprehend User Interactions and Various Attributes within a Social Media Platform}, author={Reza, Md Kaykobad and Alam, SM and Luo, Yiran and Liu, Youzhe}, journal={arXiv preprint arXiv:2403.15937}, year={2024} }
Automatic Summarization of Scientific Articles from Biomedical Domain
Md Kaykobad Reza, Rifat Rubayatul Islam, Sadik Siddique, Md Mostofa Akbar, M Sohel Rahman
Proposed an algorithm for generating summaries automatically that outperforms traditional methods.
International Joint Conference on Computational Intelligence (IJCCI) - 2019
IJCCI Paper / PDF / Slides / BIB
@InProceedings{10.1007/978-981-15-3607-6_47, author="Kaykobad Reza, Md. and Islam, Rifat Rubayatul and Siddique, Sadik and Mostofa Akbar, Md. and Rahman, M. Sohel", editor="Uddin, Mohammad Shorif and Bansal, Jagdish Chand", title="Automatic Summarization of Scientific Articles from Biomedical Domain", booktitle="Proceedings of International Joint Conference on Computational Intelligence", year="2020", publisher="Springer Singapore", address="Singapore", pages="591--602", isbn="978-981-15-3607-6" }

Honors & Awards

  • Dean's Distinguished Fellowship, UCR CS Graduate Division, 2022-2023
  • University Merit Scholarship, Bangladesh University of Eng. & Tech., Bangladesh, 2015-2019
  • Department Dean's List Award, Bangladesh University of Eng. & Tech., Bangladesh, 2015-2019
  • MetLife Pathways Scholarship, MetLife Foundation, 2015-2018
  • Education Board Scholarship, Dinajpur Education Board, Bangladesh, 2015-2018
  • Education Board Scholarship, Dinajpur Education Board, Bangladesh, 2012-2014