Qianxiao Li
National University of Singapore
H-index: 24
Asia-Singapore
Top articles of Qianxiao Li
Title | Journal | Author(s) | Publication Date |
---|---|---|---|
Constructing custom thermodynamics using deep learning | Nature Computational Science | Xiaoli Chen Beatrice W Soh Zi-En Ooi Eleonore Vissol-Gaudin Haijun Yu | 2024/1 |
A recursively recurrent neural network (R2N2) architecture for learning iterative algorithms | SIAM Journal on Scientific Computing | Danimir T Doncevic Alexander Mitsos Yue Guo Qianxiao Li Felix Dietrich | 2024/4/30 |
Optimization in Machine Learning: a Distribution-Space Approach | Communications on Applied Mathematics and Computation | Yongqiang Cai Qianxiao Li Zuowei Shen | 2024/3/1 |
Mitigating distribution shift in machine learning-augmented hybrid simulation | arXiv preprint arXiv:2401.09259 | Jiaxi Zhao Qianxiao Li | 2024/1/17 |
Correction: Tackling data scarcity with transfer learning: a case study of thickness characterization from optical spectra of perovskite thin films | Digital Discovery | Siyu Isaac Parker Tian Zekun Ren Selvaraj Venkataraj Yuanhang Cheng Daniil Bash | 2024 |
Computing high-dimensional invariant distributions from noisy data | Journal of Computational Physics | Bo Lin Qianxiao Li Weiqing Ren | 2023/2/1 |
Approximation theory of transformer networks for sequence modeling | arXiv preprint arXiv:2305.18475 | Haotian Jiang Qianxiao Li | 2023/5/29 |
Evolution-guided Bayesian optimization for constrained multi-objective optimization in self-driving labs | K Hippalgaonkar A Low F Mekki-Berrada A Gupta A Ostudin | 2023/12/1 | |
Tackling data scarcity with transfer learning: a case study of thickness characterization from optical spectra of perovskite thin films | Digital Discovery | Siyu Isaac Parker Tian Zekun Ren Selvaraj Venkataraj Yuanhang Cheng Daniil Bash | 2023 |
Fast Bayesian optimization of Needle-in-a-Haystack problems using zooming memory-based initialization (ZoMBI) | npj Computational Materials | Alexander E Siemenn Zekun Ren Qianxiao Li Tonio Buonassisi | 2023/5/26 |
Forward and Inverse Approximation Theory for Linear Temporal Convolutional Networks | Haotian Jiang Qianxiao Li | 2023/8/1 | |
StableSSM: Alleviating the Curse of Memory in State-space Models through Stable Reparameterization | arXiv preprint arXiv:2311.14495 | Shida Wang Qianxiao Li | 2023/11/24 |
Knowledge-integrated machine learning for materials: lessons from gameplaying and robotics | Kedar Hippalgaonkar Qianxiao Li Xiaonan Wang John W Fisher III James Kirkpatrick | 2023/4 | |
Fairness In a Non-Stationary Environment From an Optimal Control Perspective | Zhuotong Chen Qianxiao Li Zheng Zhang | 2023/7/9 | |
Asymptotically Fair Participation in Machine Learning Models: an Optimal Control Perspective | arXiv preprint arXiv:2311.10223 | Zhuotong Chen Qianxiao Li Zheng Zhang | 2023/11/16 |
A Brief Survey on the Approximation Theory for Sequence Modelling | Haotian Jiang Qianxiao Li Zhong Li Shida Wang | 2023/2/27 | |
Principled acceleration of iterative numerical methods using machine learning | Sohei Arisaka Qianxiao Li | 2023/7/3 | |
Learning Parametric Koopman Decompositions for Prediction and Control | arXiv preprint arXiv:2310.01124 | Yue Guo Milan Korda Ioannis G Kevrekidis Qianxiao Li | 2023/10/2 |
Inverse Approximation Theory for Nonlinear Recurrent Neural Networks | arXiv preprint arXiv:2305.19190 | Shida Wang Zhong Li Qianxiao Li | 2023/5/30 |
On stability and regularization for data-driven solution of parabolic inverse source problems | Journal of Computational Physics | Mengmeng Zhang Qianxiao Li Jijun Liu | 2023/2/1 |