Publications

2026

1. Under Review

   

   Multimodal Unlearning Across Vision, Language, Video, and Audio: Survey of Methods, Datasets, and Benchmarks

   Nobin Sarwar, Shubhashis Roy Dipta, Zheyuan Liu, and Vaidehi Patil

   Jan 2026

   TechRxiv Bib Code Website

   @article{sarwar2026mm-unlearning-survey,
     title = {{Multimodal Unlearning Across Vision, Language, Video, and Audio: Survey of Methods, Datasets, and Benchmarks}},
     author = {Sarwar, Nobin and {Roy Dipta}, Shubhashis and Liu, Zheyuan and Patil, Vaidehi},
     year = {2026},
     month = jan,
     techrxiv = {http://dx.doi.org/10.36227/techrxiv.176945748.88280394/v1},
     dimensions = {true},
     publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
   }

2025

1. NeurIPS ’25

   

   FedMentor: Domain-Aware Differential Privacy for Heterogeneous Federated LLMs in Mental Health

   Nobin Sarwar and Shubhashis Roy Dipta

   In GenAI4Health Workshop, NeurIPS (Code will be released soon!), Jan 2025

   arXiv Bib PDF Code Poster

   @inproceedings{sarwar2025fedmentor,
     title = {FedMentor: Domain-Aware Differential Privacy for Heterogeneous Federated LLMs in Mental Health},
     author = {Sarwar, Nobin and {Roy Dipta}, Shubhashis},
     booktitle = {GenAI4Health Workshop, NeurIPS (Code will be released soon!)},
     year = {2025},
     url = {https://genai4health.github.io/},
     dimensions = {true}
   }

2. ICCV ’25

   

   FilterRAG: Zero-Shot Informed Retrieval-Augmented Generation to Mitigate Hallucinations in VQA

   Nobin Sarwar

   In T2FM Workshop, ICCV, Jan 2025

   arXiv Bib PDF Poster Slides

   @inproceedings{sarwar2025filterrag,
     title = {FilterRAG: Zero-Shot Informed Retrieval-Augmented Generation to Mitigate Hallucinations in VQA},
     author = {Sarwar, Nobin},
     booktitle = {T2FM Workshop, ICCV},
     year = {2025},
     url = {https://t2fm-ws.github.io/T2FM-ICCV25/},
     dimensions = {true}
   }