Tianjian Huang

PhD Student Department of Industrial & Systems Engineering University of Southern California Office: OHE 340 Email: tianjian [at] usc [dot] edu My Google Scholar Page

About me

I am currently a Ph.D. student at University of Southern California and I am fortunate enough to be advised by Prof. Meisam Razaviyayn. Prior to that, I received my B.Sc. degree from Rensselaer Polytechnic Institute.

Research

My research interests lie in:

• Large-scale optimization algorithms

• Machine learning

Publications

• [NeurIPS 2019] Solving a Class of Non-convex Min-Max Games Using Iterative First Order Methods. [code]
  Nouiehed, Maher, Maziar Sanjabi, Tianjian Huang, Jason D. Lee, and Meisam Razaviyayn.

• [IEEE Signal Processing Magazine 2019] Non-convex Min-Max Optimization: Applications, Challenges, and Recent Theoretical Advances.
  Razaviyayn, Meisam, Tianjian Huang, Songtao Lu, Maher Nouiehed, Maziar Sanjabi, and Mingyi Hong.

• [AISTATS 2021] Alternating Direction Method of Multipliers for Quantization. [code]
  Tianjian Huang, Prajwal Singhania, Maziar Sanjabi, Pabitra Mitra, Meisam Razaviyayn.

• [TMLR 2022] Robustness Through Data Augmentation Loss Consistency.
  Tianjian Huang, Shaunak Halbe, Chinnadhurai Sankar, Pooyan Amini, Satwik Kottur, Alborz Geramifard, Meisam Razaviyayn, Ahmad Beirami.