QL
Qianxiao Li
cs.LGstat.MLmath.DSmath.OCphysics.comp-phcond-mat.mtrl-scics.NAmath.NAcs.AIcs.CV
On Valency
published · living versionsW_scdqmg58·v1 · currentpublished
Hidden Phase Transition in Single-Polymer Stretching under Elongational Flow
with Aiqing Zhu, Fushuai Wang, Eleonore Vissol-Gaudin, Beatrice W. Soh
1 version
Preprints & journals
75 papers in the corpus · 2015–2026Identifiable learning of dissipative dynamics.42693090 · Zhu, Aiqing, Soh, Beatrice W, Pavliotis, Grigorios A et al.2026 · 1 citationNature communications. 2026;17(1)
InfoFlow: A Framework for Multi-Layer Transformer Analysis2605.17930v1 · Penghao Yu, Haotian Jiang, Zeyu Bao et al.2026 · 0 citationsarXiv
Terminally constrained flow-based generative models from an optimal control perspective2601.09474v1 · Weiguo Gao, Ming Li, Qianxiao Li2026 · 0 citationsarXiv
AI4X Roadmap: Artificial Intelligence for the advancement of scientific pursuit and its future directions2511.20976v1 · Stephen G. Dale, Nikita Kazeev, Alastair J. A. Price et al.2025 · 0 citationsarXiv
Scalable learning of macroscopic stochastic dynamics2511.12842v2 · Mengyi Chen, Pengru Huang, Kostya S. Novoselov et al.2025 · 0 citationsarXiv
The Effect of Attention Head Count on Transformer Approximation2510.06662v2 · Penghao Yu, Haotian Jiang, Zeyu Bao et al.2025 · 0 citationsarXiv
Performance-Efficiency Tradeoffs in Transformers: An Approximation Theory Perspective2510.03784v2 · Ruoxi Yu, Haotian Jiang, Jingpu Cheng et al.2025 · 0 citationsarXiv
A unified framework for establishing the universal approximation of transformer-type architectures2506.23551v2 · Jingpu Cheng, Ting Lin, Zuowei Shen et al.2025 · 1 citationarXiv
The Effect of Depth on the Expressivity of Deep Linear State-Space Models2506.19296v1 · Zeyu Bao, Penghao Yu, Haotian Jiang et al.2025 · 0 citationsarXiv
Numerical Investigation of Sequence Modeling Theory using Controllable Memory Functions2506.05678v3 · Haotian Jiang, Zeyu Bao, Shida Wang et al.2025 · 0 citationsarXiv
Learning task-specific predictive models for scientific computing2506.03835v1 · Jianyuan Yin, Qianxiao Li2025 · 0 citationsarXiv
Continuity-Preserving Convolutional Autoencoders for Learning Continuous Latent Dynamical Models from Images2502.00754v1 · Aiqing Zhu, Yuting Pan, Qianxiao Li2025 · 0 citationsarXiv
Autocorrelation Matters: Understanding the Role of Initialization Schemes for State Space Models2411.19455v1 · Fusheng Liu, Qianxiao Li2024 · 0 citationsarXiv
Learning Macroscopic Dynamics from Partial Microscopic Observations2410.23938v2 · Mengyi Chen, Qianxiao Li2024 · 2 citationsarXiv
Unifying back-propagation and forward-forward algorithms through model predictive control2409.19561v1 · Lianhai Ren, Qianxiao Li2024 · 0 citationsarXiv
Multi-Objective Synthesis Optimization and Kinetics of a Sustainable Terpolymer10.26434/chemrxiv-2024-m1q43 · Jin Da Tan, Andre KY Low, Shannon RY Thoi et al.2024 · 2 citationsChemRxiv
Accelerating Legacy Numerical Solvers by Non-intrusive Gradient-based Meta-solving2405.02952v1 · Sohei Arisaka, Qianxiao Li2024 · 2 citationsarXiv
From Generalization Analysis to Optimization Designs for State Space Models2405.02670v1 · Fusheng Liu, Qianxiao Li2024 · 1 citationarXiv
PID Control-Based Self-Healing to Improve the Robustness of Large Language Models2404.00828v1 · Zhuotong Chen, Zihu Wang, Yifan Yang et al.2024 · 0 citationsarXiv
DynGMA: a robust approach for learning stochastic differential equations from data2402.14475v2 · Aiqing Zhu, Qianxiao Li2024 · 6 citationsarXiv
Mitigating distribution shift in machine learning-augmented hybrid simulation2401.09259v2 · Jiaxi Zhao, Qianxiao Li2024 · 2 citationsSIAM Journal on Scientific Computing 47.2 (2025): C475-C500
Constructing custom thermodynamics using deep learning.38200379 · Chen, Xiaoli, Soh, Beatrice W, Ooi, Zi-En et al.2024 · 20 citationsNature computational science. 2024;4(1):66-85
StableSSM: Alleviating the Curse of Memory in State-space Models through Stable Reparameterization2311.14495v4 · Shida Wang, Qianxiao Li2023 · 0 citationsarXiv
Asymptotically Fair Participation in Machine Learning Models: an Optimal Control Perspective2311.10223v1 · Zhuotong Chen, Qianxiao Li, Zheng Zhang2023 · 0 citationsarXiv
Non-intrusive model combination for learning dynamical systems2311.02967v2 · Shiqi Wu, Ludovic Chamoin, Qianxiao Li2023 · 3 citationsPhysica D: Nonlinear Phenomena Volume 463, July 2024, 134152
Learning Parametric Koopman Decompositions for Prediction and Control2310.01124v2 · Yue Guo, Milan Korda, Ioannis G. Kevrekidis et al.2023 · 5 citationsarXiv
Interpolation, Approximation and Controllability of Deep Neural Networks2309.06015v1 · Jingpu Cheng, Qianxiao Li, Ting Lin et al.2023 · 11 citationsarXiv
Evolution-guided Bayesian optimization for constrained multi-objective optimization in self-driving labs10.26434/chemrxiv-2023-wcf6x · Andre KY Low, Flore Mekki-Berrada, Aleksandr Ostudin et al.2023 · 76 citationsChemRxiv
Inverse Approximation Theory for Nonlinear Recurrent Neural Networks2305.19190v4 · Shida Wang, Zhong Li, Qianxiao Li2023 · 1 citationarXiv
Approximation Rate of the Transformer Architecture for Sequence Modeling2305.18475v4 · Haotian Jiang, Qianxiao Li2023 · 4 citationsarXiv
Forward and Inverse Approximation Theory for Linear Temporal Convolutional Networks2305.18478v1 · Haotian Jiang, Qianxiao Li2023 · 2 citationsarXiv
A Brief Survey on the Approximation Theory for Sequence Modelling2302.13752v1 · Haotian Jiang, Qianxiao Li, Zhong Li et al.2023 · 3 citationsarXiv
An Annealing Mechanism for Adversarial Training Acceleration.34406950 · Ye, Nanyang, Li, Qianxiao, Zhou, Xiao-Yun et al.2023 · 12 citationsIEEE transactions on neural networks and learning systems. 2023;34(2):882-893
On the Universal Approximation Property of Deep Fully Convolutional Neural Networks2211.14047v2 · Ting Lin, Zuowei Shen, Qianxiao Li2022 · 2 citationsarXiv
A Recursively Recurrent Neural Network (R2N2) Architecture for Learning Iterative Algorithms2211.12386v2 · Danimir T. Doncevic, Alexander Mitsos, Yue Guo et al.2022 · 11 citationsarXiv
Dynamic Modeling of Intrinsic Self-Healing Polymers Using Deep Learning.36346733 · Anwar Ali, Hashina Parveen, Zhao, Zichen, Tan, Yu Jun et al.2022 · 22 citationsACS applied materials & interfaces. 2022;14(46):52486-52498
Fast Bayesian Optimization of Needle-in-a-Haystack Problems using Zooming Memory-Based Initialization (ZoMBI)2208.13771v2 · Alexander E. Siemenn, Zekun Ren, Qianxiao Li et al.2022 · 34 citationsnpj Comput Mater 9, 79 (2023)
Deep Neural Network Approximation of Invariant Functions through Dynamical Systems2208.08707v1 · Qianxiao Li, Ting Lin, Zuowei Shen2022 · 1 citationarXiv
Self-Healing Robust Neural Networks via Closed-Loop Control2206.12963v1 · Zhuotong Chen, Qianxiao Li, Zheng Zhang2022 · 4 citationsarXiv
Principled Acceleration of Iterative Numerical Methods Using Machine Learning2206.08594v2 · Sohei Arisaka, Qianxiao Li2022 · 1 citationarXiv
Tackling Data Scarcity with Transfer Learning: A Case Study of Thickness Characterization from Optical Spectra of Perovskite Thin Films2207.02209v2 · Siyu Isaac Parker Tian, Zekun Ren, Selvaraj Venkataraj et al.2022 · 14 citationsarXiv
What Information is Necessary and Sufficient to Predict Materials Properties using Machine Learning?2206.04968v2 · Siyu Isaac Parker Tian, Aron Walsh, Zekun Ren et al.2022 · 4 citationsarXiv
From Optimization Dynamics to Generalization Bounds via Łojasiewicz Gradient Inequality2202.10670v3 · Fusheng Liu, Haizhao Yang, Soufiane Hayou et al.2022 · 0 citationsTransactions on Machine Learning Research 2022
Computing the Invariant Distribution of Randomly Perturbed Dynamical Systems Using Deep Learning2110.11538v1 · Bo Lin, Qianxiao Li, Weiqing Ren2021 · 9 citationsarXiv
Approximation Theory of Convolutional Architectures for Time Series Modelling2107.09355v1 · Haotian Jiang, Zhong Li, Qianxiao Li2021 · 3 citationsarXiv
Personalized Algorithm Generation: A Case Study in Learning ODE Integrators2105.01303v3 · Yue Guo, Felix Dietrich, Tom Bertalan et al.2021 · 13 citationsarXiv
QROSS: QUBO Relaxation Parameter Optimisation via Learning Solver Surrogates2103.10695v1 · Tian Huang, Siong Thye Goh, Sabrish Gopalakrishnan et al.2021 · 5 citationsarXiv
Towards Robust Neural Networks via Close-loop Control2102.01862v2 · Zhuotong Chen, Qianxiao Li, Zheng Zhang2021 · 7 citationsarXiv
Amata: An Annealing Mechanism for Adversarial Training Acceleration2012.08112v3 · Nanyang Ye, Qianxiao Li, Xiao-Yun Zhou et al.2020 · 18 citationsarXiv
A Data Driven Method for Computing Quasipotentials2012.09111v1 · Bo Lin, Qianxiao Li, Weiqing Ren2020 · 8 citationsarXiv
Career total: 113 works. 75 are in this corpus.Showing the 50 most recent.
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