Publications
See Google Scholar for Up-to-Date Publications.
========Updated @ 2020========
In Preparation:
Zhixin Lu, Jason Z. Kim, Evangelia Papadopoulos, Jennifer Stiso, Danielle S. Bassett. Inferring Connectivity Matrix of Neural Mass Model from Data using Machine Learning. In Preparation.
Under Review:
Jason Z. Kim, Zhixin Lu, Danielle S. Bassett. Design of Large Sequential Conformational Change in Mechanical Networks.
William Qian, Evangelia Papadopoulos, Zhixin Lu, Danielle S. Bassett. Path-dependent Dynamics Induced by Rewiring Networks of Kuramoto Oscillators with Inertia.
Published:
Jason Z. Kim, Zhixin Lu, Erfan Nozari, George J. Pappas, and Danielle S. Bassett. Teaching Recurrent Neural Networks to Modify Chaotic Memories by Example. Nature Machine Intelligence. 2020 Apr 19; 3(4):316-323.
Zhixin Lu, Danielle S. Bassett. Invertible Generalized Synchronization: A Putative Mechanism for Implicit Learning in Neural Systems. Chaos: An Interdisciplinary Journal of Nonlinear Science. 2020 Jun 16;30(6):063133.
Aaron F. Alexander-Bloch, Armin Raznahan, Simon N. Vandekar, Jakob Seidlitz, Zhixin Lu, Samuel R. Mathias, Emma Knowles, Josephine Mollon, Amanda Rodrigue, Joanne E. Curran, Harald H. H. Görring, Theodore D. Satterthwaite, Raquel E. Gur, Danielle S. Bassett, Gil D. Hoftman, Godfrey Pearlson, Russell T. Shinohara, Siyuan Liu, Peter T. Fox, Laura Almasy, John Blangero, David C. Glahn. Imaging Local Genetic Influences on Cortical Folding. Proceedings of the National Academy of Sciences. 2020 Mar 31;117(13):7430-6.
Zaixu Cui, Jennifer Stiso, Graham L. Baum, Jason Z. Kim, David R. Roalf, Richard F. Betzel, Shi Gu, Zhixin Lu, Cedric H. Xia, Xiaosong He, Rastko Ciric, Desmond J. Oathes, Tyler M. Moore, Russell T. Shinohara, Kosha Ruparel, Christos Davatzikos, Fabio Pasqualetti, Raquel E. Gur, Ruben C. Gur, Danielle S. Bassett, Theodore D. Satterthwaite. Optimization of energy state transition trajectory supports the development of executive function during youth. Elife. 2020 Mar 27;9:e53060.
Zhixin Lu, Jason Z. Kim, Danielle S. Bassett. Supervised chaotic source separation by a tank of water. Chaos: An Interdisciplinary Journal of Nonlinear Science. 2020 Feb 7;30(2):021101.
Jason Z. Kim, Zhixin Lu, Steven H. Strogatz, Danielle S. Bassett. Conformational control of mechanical networks. Nature Physics. 2019 Jul;15(7):714-20.
Zhixin Lu, Brian R. Hunt, Edward Ott. Attractor Reconstruction by Machine Learning. Chaos: An Interdisciplinary Journal of Nonlinear Science. 2018 Jun 22;28(6):061104.
Jaideep Pathak, Brian R. Hunt, Michelle Girvan, Zhixin Lu, Edward Ott. Model-free Prediction of Large Spatiotemporally Chaotic Systems from Data: A Reservoir Computing Approach. Physical Review Letters. 2018 Jan 12;120(2):024102.
Jaideep Pathak, Zhixin Lu, Brian R. Hunt, Michelle Girvan, Edward Ott. Using Machine Learning to Replicate Chaotic Attractors and Calculate Lyapunov Exponents from Data. Chaos: An Interdisciplinary Journal of Nonlinear Science. 2017 Dec 6;27(12):121102.
Zhixin Lu, Jaideep Pathak, Brian R. Hunt, Michelle Girvan, Roger Brockett, Edward Ott. Reservoir Observers: Model-free Inference of Unmeasured Variables in Chaotic Systems. Chaos: An Interdisciplinary Journal of Nonlinear Science. 2017 Apr 5;27(4):041102.
Zhixin Lu, Shane Squires, Edward Ott, Michelle Girvan. Inhibitory Neurons Promote Robust Critical Firing Dynamics in Networks of Integrate-and-fire Neurons. Physical Review E. 2016 Dec 19;94(6):062309.
Zhixin Lu, Kevin Klein-Cardeña, Steven Lee, Thomas M. Antonsen, Michelle Girvan, Edward Ott. Resynchronization of Circadian Oscillators and the East-West Asymmetry of Jet-Lag. Chaos: An Interdisciplinary Journal of Nonlinear Science. 2016 Sep 12;26(9):094811.
Thomas M. Antonsen, Michelle Girvan, Zhixin Lu, Edward Ott. Explaining the East/West Asymmetry of Jet Lag. SIAM News. 2017 Mar 1;50(2).
Zhixin Lu, Christopher Jarzynski, Edward Ott. Apparent Topologically Forbidden Interchange of Energy Surfaces under Slow Variation of a Hamiltonian. Physical Review E. 2015 May 15;91(5):052913.