Efficient Learning

2025

1. 

   T2L: Efficient Zero-Shot Action Recognition with Temporal Token Learning

   Shahzad Ahmad, Sukalpa Chanda, and Yogesh S. Rawat

   Transactions on Machine Learning Research (TMLR), 2025

   TMLR Bib HTML

   @article{ahmad2025t2l,
     title = {T2L: Efficient Zero-Shot Action Recognition with Temporal Token Learning},
     author = {Ahmad, Shahzad and Chanda, Sukalpa and Rawat, Yogesh S.},
     journal = {Transactions on Machine Learning Research (TMLR)},
     year = {2025},
   }

2. 

   LR0.FM: Low-Resolution Zero-Shot Classification Benchmark for Foundation Models

   Priyank Pathak, Shyam Marjit, Shruti Vyas, and Yogesh S. Rawat

   In International Conference on Learning Representations (ICLR), 2025

   ICLR Bib HTML Code Poster Slides Website

   @inproceedings{pathak2025lr0fm,
     title = {LR0.FM: Low-Resolution Zero-Shot Classification Benchmark for Foundation Models},
     author = {Pathak, Priyank and Marjit, Shyam and Vyas, Shruti and Rawat, Yogesh S.},
     booktitle = {International Conference on Learning Representations (ICLR)},
     year = {2025},
   }

2024

1. 

   Asynchronous Perception Machine for Efficient Test-Time-Training

   Rajat Modi and Yogesh Rawat

   In Advances in Neural Information Processing Systems (NeurIPS), 2024

   NeurIPS arXiv Bib PDF Video Blog Code Website

   @inproceedings{modi2024apm,
     title = {Asynchronous Perception Machine for Efficient Test-Time-Training},
     author = {Modi, Rajat and Rawat, Yogesh},
     booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
     year = {2024},
   }

2023

1. 

   EZ-CLIP: Efficient Zero-shot Video Action Recognition

   Shahzad Ahmad, Sukalpa Chanda, and Yogesh S Rawat

   arXiv preprint arXiv:2312.08010, 2023

   arXiv Bib PDF Code

   @article{ahmad2023ez,
     title = {EZ-CLIP: Efficient Zero-shot Video Action Recognition},
     author = {Ahmad, Shahzad and Chanda, Sukalpa and Rawat, Yogesh S},
     journal = {arXiv preprint arXiv:2312.08010},
     year = {2023},
   }