Kunal Talreja

Google Scholar / ktalreja6 [at] gatech [dot] edu

I am a student at Georgia Tech studying electrical engineering and mathematics. I am interested in information theory, machine learning, and signal processing. Currently, I am working with Amirali Aghazadeh and Viveck Cadambe. I am applying to Ph.D. programs for Fall 2027.

Kunal Talreja
Sydney Harbor Bridge

News

Select Publications (* denotes equal contribution)

Protein Circuit Tracing thumbnail
Protein Circuit Tracing via Cross-Layer Transcoders
Darin Tsui, Kunal Talreja, Daniel Saeedi, Amirali Aghazadeh
ICML 2026
arXiv / code / bibtex 
@misc{tsui2026proteincircuittracingcrosslayer,
      title={Protein Circuit Tracing via Cross-layer Transcoders}, 
      author={Darin Tsui and Kunal Talreja and Daniel Saeedi and Amirali Aghazadeh},
      year={2026},
      eprint={2602.12026},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2602.12026}, 
}
Sparse Autoencoders thumbnail
Sparse Autoencoders for Low-N Protein Function Prediction and Design
Darin Tsui, Kunal Talreja, Amirali Aghazadeh
NeurIPS 2025 AI4Science Workshop
arXiv / code / bibtex 
@misc{tsui2025sparseautoencoderslownprotein,
      title={Sparse Autoencoders for Low-$N$ Protein Function Prediction and Design}, 
      author={Darin Tsui and Kunal Talreja and Amirali Aghazadeh},
      year={2025},
      eprint={2508.18567},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2508.18567}, 
}
Sparse Fourier Transform thumbnail
Efficient Algorithm for Sparse Fourier Transform of Generalized q-ary Functions
Darin Tsui*, Kunal Talreja*, Amirali Aghazadeh
IEEE Information Theory Workshop (ITW) 2025
arXiv / code / bibtex 
@misc{tsui2025efficientalgorithmsparsefourier,
      title={Efficient Algorithm for Sparse Fourier Transform of Generalized $q$-ary Functions}, 
      author={Darin Tsui and Kunal Talreja and Amirali Aghazadeh},
      year={2025},
      eprint={2501.12365},
      archivePrefix={arXiv},
      primaryClass={cs.CC},
      url={https://arxiv.org/abs/2501.12365}, 
}

Selected Coursework

Graduate

Undergraduate