Publications

2026

1. ACL’26

   

   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 Findings of ACL

   TechRxiv Bib Code Website

   @inproceedings{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},
     booktitle = {Findings of ACL},
     year = {2026},
     address = {San Diego, California, USA},
     month = jul,
     publisher = {Association for Computational Linguistics},
     techrxiv = {http://dx.doi.org/10.36227/techrxiv.176945748.88280394/v1},
     dimensions = {true},
   }

2025

1. NeurIPS-W’25

   

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

   Nobin Sarwar and Shubhashis Roy Dipta

   In GenAI4Health Workshop, NeurIPS

   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},
     year = {2025},
     url = {https://genai4health.github.io/},
     dimensions = {true}
   }

2. ICCV-W’25

   

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

   Nobin Sarwar

   In T2FM Workshop, ICCV

   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}
   }