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Saurabh Kataria

Postdoctoral Fellow
Emory University
saurabhkataria10@gmail.com (preferred), saurabh.kataria@emory.edu


Biography

I am now a postdoc fellow at Emory Nursing AI in healthcare space. Website is currently not updated. Stay tuned!

I was a PhD candidate in the Department of Electrical and Computer Engineering at Johns Hopkins University working in deep learning based speech enhancement and automatic speaker recognition. I am fortunate to work with Prof. Najim Dehak and Prof. Jesús Villalba. I am also affiliated with the Center for Language and Speech Processing and Human Language Technology Center of Excellence. Previously, I interned at Tencent America with Dr. Shi-Xiong Zhang at Dr. Dong Yu speech group, INRIA with Dr. Antoine Deleforge in Dr. Remi Gribonval PANAMA group, and New York University with Prof. Siddharth Garg. I obtained my bachelor’s and master’s degree from Indian Institute of Technology (IIT) Kanpur in Electrical Engineering while working with Prof. Tanaya Guha and Prof. Rajesh Hegde. I hold a minor in Artificial Intelligence from Dept. of Computer Science and Engineering from IIT Kanpur.

During my PhD, I worked on building speech enhancement solutions with focus on 1) state-of-the-art effectiveness (validated by real & noisy test sets from NIST Speaker Recognition Evaluation), 2) speaker-identity preservation, and 3) transfer learning. I also worked on domain adaptation and bandwidth extension (super-resolution) problems for bridging the domain gap between (low-bandwidth) telephone and (high-fidelity) microphone audio. I also collaborated on problems like spoken language recognition, adversarial signals (attack & defense), and automatic speech recognition. In terms of techniques, we relied on Generative Adversarial Networks (GAN), self-supervised models, and perceptual losses.

I am interested to work more broadly in deep learning (self-supervised learning, multi-modal learning) and human language technology (speech processing, natural language processing) problems.

News

Notable Publications (reverse chronological)[Google Scholar (all papers)][ResearchGate]

  1. Journal pre-print
    Saurabh Kataria, Jesús Villalba, Laureano Moro-Velázquez, Piotr Żelasko, and Najim Dehak
    Under review.

  2. INTERSPEECH
    Saurabh Kataria, Jesús Villalba, Laureano Moro-Velázquez, Thomas Thebaud, and Najim Dehak
    INTERSPEECH 2023

  3. INTERSPEECH
    Sonal Joshi, Saurabh Kataria, Jesús Villalba, and Najim Dehak
    INTERSPEECH 2022

  4. INTERSPEECH
    Saurabh Kataria, Jesús Villalba, Laureano Moro-Velázquez, and Najim Dehak
    INTERSPEECH 2022

  5. INTERSPEECH
    Sonal Joshi, Saurabh Kataria, Yiwen Shao, Piotr Zelasko, Jesús Villalba, Sanjeev Khudanpur, and Najim Dehak
    INTERSPEECH 2022

  6. Odyssey
    Jesús Villalba, Bengt J. Borgstrom, Saurabh Kataria, Magdalena Rybicka, Carlos D. Castillo, Jaejin Cho, L. Paola Garcıa-Perera, Pedro A. Torres-Carrasquillo, and Najim Dehak
    Odyssey 2022


  7. INTERSPEECH
    Saurabh Kataria, Jesús Villalba, Piotr Żelasko, Laureano Moro-Velázquez, and Najim Dehak
    INTERSPEECH 2021

  8. INTERSPEECH
    Saurabh Kataria, Shi-Xiong Zhang, and Dong Yu
    INTERSPEECH 2021

  9. ICASSP
    Saurabh Kataria, Phani Sankar Nidadavolu, Jesús Villalba, Nanxin Chen, Paola Garcia-Perera, and Najim Dehak
    ICASSP 2020

  10. Odyssey
    Saurabh Kataria, Phani Sankar Nidadavolu, Jesús Villalba, and Najim Dehak
    Odyssey 2020

  11. Odyssey
    Phani Sankar Nidadavolu, Saurabh Kataria, Jesús Villalba, and Najim Dehak
    Odyssey 2020

  12. ASRU
    Phani Sankar Nidadavolu, Saurabh Kataria, Jesús Villalba, and Najim Dehak
    ASRU 2019


  13. LVA-ICA
    Clément Gaultier, Saurabh Kataria, and Antoine Deleforge
    LVA-ICA 2017

  14. Older (course) project reports (non-peer reviewed)