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TRAN THI PHUONG

TRAN THI PHUONG

Senior Researcher
Security Fundamentals Laboratory
Cybersecurity Research Institute

Tran Thi Phuong received her Ph.D. from Meiji University in 2012. She joined NICT in 2024 and engaged in research on privacy-preserving machine learning as a senior researcher.

Research interests
cryptography, privacy-preserving machine learning
Keyword
privacy-preserving machine learning

Selected papers

  • Tran Thi Phuong, Le Trieu Phong, Kazuhide Fukushima: Distributed Stochastic Gradient Descent With Compressed and Skipped Communication. IEEE Access 11: 99836-99846 (2023)
  • Le Trieu Phong, Tran Thi Phuong: Differentially private stochastic gradient descent via compression and memorization. J. Syst. Archit. 135: 102819 (2023)
  • Tran Thi Phuong, Le Trieu Phong: Distributed differentially-private learning with communication efficiency. J. Syst. Archit. 128: 102555 (2022)
  • Tran Thi Phuong, Le Trieu Phong: Decentralized Stochastic Optimization With Random Attendance. IEEE Signal Process. Lett. 29: 1322-1326 (2022)
  • Tran Thi Phuong, Le Trieu Phong: Communication-Efficient Distributed SGD with Error-Feedback, Revisited. Int. J. Comput. Intell. Syst. 14(1): 1373-1387 (2021)
  • Tran Thi Phuong, Le Trieu Phong: Decentralized Descent Optimization With Stochastic Gradient Signs for Device-to-Device Networks. IEEE Wirel. Commun. Lett. 10(9): 1939-1943 (2021)
  • Tran Thi Phuong, Le Trieu Phong: Distributed SGD With Flexible Gradient Compression. IEEE Access 8: 64707-64717 (2020)
  • Le Trieu Phong, Tran Thi Phuong: Distributed SignSGD With Improved Accuracy and Network-Fault Tolerance. IEEE Access 8: 191839-191849 (2020)
  • Tran Thi Phuong, Le Trieu Phong: On the Convergence Proof of AMSGrad and a New Version. IEEE Access 7: 61706-61716 (2019)
  • Le Trieu Phong, Tran Thi Phuong: Privacy-Preserving Deep Learning via Weight Transmission. IEEE Trans. Inf. Forensics Secur. 14(11): 3003-3015 (2019)
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