Dynamics of taxi-like logistics systems : theory and microscopic simulations

by Yang, Bo, Li, Qianxiao
Published 2022

A Mean-Field Optimal Control Formulation of Deep Learning

by Weinan, E, Han, Jiequn, Li, Qianxiao
Published 2019

Noisy Hegselmann-Krause Systems: Phase Transition and the 2R-Conjecture

by Wang, Chu, LI, QIANXIAO, Weinan, E, Chazelle, Bernard
Published 2019

On Matching, and Even Rectifying, Dynamical Systems through Koopman Operator Eigenfunctions

by Bollt, Erik M, Li, Qianxiao, Dietrich, Felix, Kevrekidis, Ioannis
Published 2019

Knowledge-integrated machine learning for materials: lessons from gameplaying and robotics

by Hippalgaonkar, Kedar, Li, Qianxiao, Wang, Xiaonan, Fisher, John W., Kirkpatrick, James, Buonassisi, Tonio
Published 2023

Constructing custom thermodynamics using deep learning

by Chen, Xiaoli, Soh, Beatrice W., Ooi, Zi-En, Vissol-Gaudin, Eleonore, Yu, Haijun, Novoselov, Kostya S., Hippalgaonkar, Kedar, Li, Qianxiao
Published 2024

An Emergent Space for Distributed Data with Hidden Internal Order through Manifold Learning.

by Kemeth, Felix P, Haugland, Sindre W, Dietrich, Felix, Bertalan, Tom, Höhlein, Kevin, Li, Qianxiao, Bollt, Erik M, Talmon, Ronen, Krischer, Katharina, Kevrekidis, Ioannis G
Published 2019

Evolution-guided Bayesian optimization for constrained multi-objective optimization in self-driving labs

by Low, Andre Kai Yuan, Mekki-Berrada, Flore, Gupta, Abhishek, Ostudin, Aleksandr, Xie, Jiaxun, Vissol-Gaudin, Eleonore, Lim, Yee-Fun, Li, Qianxiao, Ong, Yew Soon, Khan, Saif A., Hippalgaonkar, Kedar
Published 2024

Two-step machine learning enables optimized nanoparticle synthesis

by Mekki-Berrada, Flore, Ren, Zekun, Huang, Tan, Wong, Wai Kuan, Zheng, Fang, Xie, Jiaxun, Tian, Isaac Parker Siyu, Jayavelu, Senthilnath, Mahfoud, Zackaria, Bash, Daniil, Hippalgaonkar, Kedar, Khan, Saif, Buonassisi, Tonio, Li, Qianxiao, Wang, Xiaonan
Published 2021

Two-step machine learning enables optimized nanoparticle synthesis

by Mekki-Berrada, Flore, Ren, Zekun, Huang, Tan, Wong, Wai Kuan, Zheng, Fang, Xie, Jiaxun, Tian, Isaac Parker Siyu, Jayavelu, Senthilnath, Mahfoud, Zackaria, Bash, Daniil, Hippalgaonkar, Kedar, Khan, Saif, Buonassisi, Tonio, Li, Qianxiao, Wang, Xiaonan
Published 2022

An invertible crystallographic representation for general inverse design of inorganic crystals with targeted properties

by Ren, Zekun, Tian, Isaac Parker Siyu, Noh, Juhwan, Oviedo, Felipe, Xing, Guangzong, Li, Jiali, Liang, Qiaohao, Zhu, Ruiming, Aberle, Armin G., Sun, Shijing, Wang, Xiaonan, Liu, Yi, Li, Qianxiao, Jayavelu, Senthilnath, Hippalgaonkar, Kedar, Jung, Yousung, Buonassisi, Tonio
Published 2023

An invertible crystallographic representation for general inverse design of inorganic crystals with targeted properties

by REN ZEKUN, Tian, Siyu Isaac Parker, Noh, Juhwan, Oviedo, Felipe, Xing, Guangzong, JIALI LI, Liang, Qiaohao, Zhu, Ruiming, Armin Gerhard Aberle, Sun, Shijing, WANG XIAONAN, Liu, Yi, Li, Qianxiao, Jayavelu, Senthilnath, Hippalgaonkar, Kedar, Jung, Yousung, Buonassisi, Tonio
Published 2021

Tackling Data Scarcity with Transfer Learning: A Case Study of Thickness Characterization from Optical Spectra of Perovskite Thin Films

by Tian, Siyu Isaac Parker, Ren, Zekun, Venkataraj, Selvaraj, Cheng, Yuanhang, Bash, Daniil, Oviedo, Felipe, Jayavelu, Senthilnath, Chellappan, Vijila, Lim, Yee-Fun, Aberle, Armin Gerhard, MacLeod, Benjamin P, Parlane, Fraser GL, Berlinguette, Curtis P, Li, Qianxiao, Buonassisi, Tonio, Liu, Zhe
Published 2023

Multi-fidelity high-throughput optimization of electrical conductivity in P3HT-CNT composites

by Bash, Daniil, Cai, Yongqiang, Chellappan, Vijila, Wong, Swee Liang, Xu, Yang, Kumar, Pawan, Tan, Jin Da, Abutaha, Anas, Cheng, Jayce J. W., Lim, Yee‐Fun, Tian, Siyu Isaac Parker, Ren, Zekun, Mekki‐Berrada, Flore, Wong, Wai Kuan, Xie, Jiaxun, Kumar, Jatin, Khan, Saif A., Li, Qianxiao, Buonassisi, Tonio, Hippalgaonkar, Kedar
Published 2022