A. Tuan Nguyen

DPhil Student, University of Oxford
Oxford, United Kingdom

"The past is just practice"

I am currently a DPhil student at the Department of Engineering Science, the University of Oxford, working with Prof. Philip Torr, Dr. Gunes Baydin and Prof. Yarin Gal. Before joining Oxford, I pursued my Master’s degree at Korea Advanced Institute of Science and Technology. During that time, I worked as a research assistant at KAIST’s MLAI Group, supervised by Prof. Sung Ju Hwang.

My research interests include (but not limited to) Representation Learning, Domain Adaptation/Generalization, Robustness, Transferability of Robustness, and Privacy-Preserving Machine Learning methods.

My CV is available upon request.

Also, I am always interested in internship and collaboration opportunities. Please reach out to me via email: tuan at robots dot ox dot ac dot uk

News

Sep 15, 2022 A paper gets accepted to NeurIPS 2022! Hope to see you in New Orleans.
May 15, 2022 A paper gets accepted to ICML 2022!
Jan 21, 2022 Two papers get accepted to ICLR 2022!
Dec 15, 2021 Get an internship offer at Meta (Facebook). Going to San Francisco for a four-month internship!
Sep 28, 2021 A paper gets accepted to NeurIPS 2021!
Dec 1, 2020 A paper gets accepted to AAAI 2021! Many thanks to my supervisor and collaborators.
Oct 7, 2020 Start my DPhil at Oxford, a new journey!

Selected Publications

  1. NeurIPS
    FedSR: A Simple and Effective Domain Generalization Method for Federated Learning
    Nguyen, A. TuanTorr, Philip, and Lim, Ser-Nam
    Advances in Neural Information Processing Systems 36 (NeurIPS) 2022
  2. ICLR
    KL Guided Domain Adaptation
    Nguyen, A. Tuan, Tran, Toan, Gal, YarinTorr, Philip HS, and Baydin, Atılım Güneş
    International Conference on Learning Representations (ICLR) 2022
  3. NeurIPS
    Domain Invariant Representation Learning with Domain Density Transformations
    Nguyen, A. Tuan, Tran, Toan, Gal, Yarin, and Baydin, Atılım Güneş
    Advances in Neural Information Processing Systems 35 (NeurIPS) 2021
  4. AAAI
    Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning
    Nguyen, A. Tuan, Jeong, Hyewon, Yang, Eunho, and Hwang, Sung Ju
    Proceedings of the AAAI Conference on Artificial Intelligence May 2021