Jiajin Li
BSc (Chongqing University), PhD (The Chinese University of Hong Kong)
Assistant Professor, Operations and Logistics Division
Selected publications
- Jiajin Li, Linglingzhi Zhu, Anthony Man-Cho So. Nonsmooth nonconvex-nonconcave minimax optimization: Primal-dual balancing and iteration complexity analysis. Under Review.
- He Chen*, Jiajin Li*, Anthony Man-Cho So*. Spurious stationarity and hardness results for mirror descent.
- Jose Blanchet*, Peng Cui*, Jiajin Li*, Jiashuo Liu*. Stability evaluation through distributional perturbation analysis. The Forty-first International Conference on Machine Learning (ICML), 2024.
- Jiajin Li, Jianheng Tang, Lemin Kong, Huikang Liu, Jia Li, Anthony Man-Cho So, Jose Blanchet. A convergent single-loop algorithm for relaxation of Gromov-Wasserstein in graph data. The International Conference on Learning Representations (ICLR), 2023.
- Taoli Zheng, Linglingzhi Zhu, Anthony Man-Cho So, Jose Blanchet, Jiajin Li. Universal gradient descent ascent method for nonconvex-nonconcave minimax optimization. The Thirty-seventh Annual Conference on Neural Information Processing Systems (NeurIPS), 2023.
- Jiajin Li, Anthony Man-Cho So, Wing-Kin Ma. "Understanding notions of stationarity in nonsmooth optimization: A guided tour of various constructions of subdifferentials for nonsmooth functions." IEEE Signal Processing Magazine, 2020, 37(5): 18-31.