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

   In , 2026

   TechRxiv Bib PDF

   @inproceedings{sarwar2026multimodalunlearning,
     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},
     techrxiv = {http://dx.doi.org/10.36227/techrxiv.176945748.88280394/v1},
     dimensions = {true}
   }

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!), 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, 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}
   }