| 2025 | ICASSP | Preconditioned Sharpness-Aware Minimization: Unifying Analysis and a Novel Learning Algorithm. | Yilang Zhang, Bingcong Li, Georgios B. Giannakis |
| 2025 | ICLR | On the Crucial Role of Initialization for Matrix Factorization. | Bingcong Li, Liang Zhang, Aryan Mokhtari, Niao He |
| 2025 | ICML | Can RLHF be More Efficient with Imperfect Reward Models? A Policy Coverage Perspective. | Jiawei Huang, Bingcong Li, Christoph Dann, Niao He |
| 2024 | ICASSP | Meta-Learning With Versatile Loss Geometries for Fast Adaptation Using Mirror Descent. | Yilang Zhang, Bingcong Li, Georgios B. Giannakis |
| 2024 | ICML | DPZero: Private Fine-Tuning of Language Models without Backpropagation. | Liang Zhang, Bingcong Li, Kiran Koshy Thekumparampil, Sewoong Oh, Niao He |
| 2023 | AAAI | Scalable Bayesian Meta-Learning through Generalized Implicit Gradients. | Yilang Zhang, Bingcong Li, Shijian Gao, Georgios B. Giannakis |
| 2023 | ACSSC | Conic Descent Redux for Memory-Efficient Optimization. | Bingcong Li, Georgios B. Giannakis |
| 2022 | BMVC | Parallel and Robust Text Rectifier for Scene Text Recognition. | Bingcong Li, Xin Tang, Jun Wang, Liang Diao, Rui Fang, Guotong Xie, Weifu Chen |
| 2021 | AAAI | Enhancing Parameter-Free Frank Wolfe with an Extra Subproblem. | Bingcong Li, Lingda Wang, Georgios B. Giannakis, Zhizhen Zhao |
| 2021 | AAAI | Adversarial Linear Contextual Bandits with Graph-Structured Side Observations. | Lingda Wang, Bingcong Li, Huozhi Zhou, Georgios B. Giannakis, Lav R. Varshney, Zhizhen Zhao |
| 2021 | ICASSP | Near-Optimal Algorithms for Piecewise-Stationary Cascading Bandits. | Lingda Wang, Huozhi Zhou, Bingcong Li, Lav R. Varshney, Zhizhen Zhao |
| 2021 | ICASSP | Accelerating Frank-Wolfe with Weighted Average Gradients. | Yilang Zhang, Bingcong Li, Georgios B. Giannakis |
| 2020 | AISTATS | On the Convergence of SARAH and Beyond. | Bingcong Li, Meng Ma, Georgios B. Giannakis |
| 2020 | ICASSP | Revisit of Estimate Sequence for Accelerated Gradient Methods. | Bingcong Li, Mario Coutio, Georgios B. Giannakis |
| 2020 | ICML | Almost Tune-Free Variance Reduction. | Bingcong Li, Lingda Wang, Georgios B. Giannakis |
| 2019 | AISTATS | Bandit Online Learning with Unknown Delays. | Bingcong Li, Tianyi Chen, Georgios B. Giannakis |
| 2018 | ACSSC | Secure Edge Computing in IoT via Online Learning. | Bingcong Li, Tianyi Chen, Xin Wang, Georgios B. Giannakis |