publications

2025

1. NeurIPS

   iFinder: Structured Zero-Shot Vision-Based LLM Grounding for Dash-Cam Video Reasoning

   Manyi Yao, Bingbing Zhuang, Sparsh Garg, Amit Roy-Chowdhury, Christian R. Shelton, Manmohan Chandraker, and Abhishek Aich

   In Advances in Neural Information Processing Systems , 2025

   to appear

   arXiv Bib

   @inproceedings{Yaoetal25,
     author = {Yao, Manyi and Zhuang, Bingbing and Garg, Sparsh and Roy-Chowdhury, Amit and Shelton, Christian R. and Chandraker, Manmohan and Aich, Abhishek},
     title = {{iFinder}: Structured Zero-Shot Vision-Based {LLM} Grounding for Dash-Cam Video Reasoning},
     booktitle = {Advances in Neural Information Processing Systems},
     year = {2025},
     volume = {38},
     note = {to appear},
   }

2024

1. Preprint

   Efficient Transformer Encoders for Mask2Former-style models

   Manyi Yao, Abhishek Aich, Yumin Suh, Amit Roy-Chowdhury, Christian Shelton, and Manmohan Chandraker

   2024

   arXiv Bib

   @misc{yao2024efficient,
     title = {Efficient Transformer Encoders for Mask2Former-style models},
     author = {Yao, Manyi and Aich, Abhishek and Suh, Yumin and Roy-Chowdhury, Amit and Shelton, Christian and Chandraker, Manmohan},
     year = {2024},
     eprint = {2404.15244},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
   }