Harshavardhan Adepu

I’m a PhD student in Electrical & Computer Engineering at the University of Wisconsin-Madison. I am fortunate to be advised by Prof. Vikas Singh. I am interested in problems that are theoritically motivated and have applications in practice. Currently, I am working on Efficient Deep Learning. Please find a list of my publications here.

Previously, undergrad from IIT-Madras.

news

Sep 16, 2024	Presented FrameQuant and O-INR at the Midwest Computer Vision Workshop
May 01, 2024	FrameQuant accepted at ICML 24. arXiv:2403.06082
May 01, 2024	O-INR accepted at ICML 24. pdf
Apr 22, 2024	Started as a Student Researcher at Google.

selected publications

ICML

FrameQuant: Flexible Low-Bit Quantization for Transformers

Harshavardhan Adepu, Zhanpeng Zeng, Li Zhang, and 1 more author

In Proceedings of International Conference on Machine Learning (ICML) , Jul 2024

Bib PDF Code

@inproceedings{adepuFQIcml24,
  author = {Adepu, Harshavardhan and Zeng, Zhanpeng and Zhang, Li and Singh, Vikas},
  title = {FrameQuant: Flexible Low-Bit Quantization for Transformers},
  booktitle = {Proceedings of International Conference on Machine Learning (ICML)},
  year = {2024},
  venue = {ICML},
  month = jul,
}

ICML

Implicit Representations via Operator Learning

Sourav Pal, Harshavardhan Adepu, Clinton Wang, and 2 more authors

In Forty-first International Conference on Machine Learning , Jul 2024

Bib PDF Code

@inproceedings{pal2024implicit,
  author = {Pal, Sourav and Adepu, Harshavardhan and Wang, Clinton and Golland, Polina and Singh, Vikas},
  title = {Implicit Representations via Operator Learning},
  booktitle = {Forty-first International Conference on Machine Learning},
  month = jul,
  year = {2024},
}