Education 2010-2015, Ph.D. in Physics, University of Michigan Thesis: Topological Phases of Matter: Classification, Realization, and Application Kent M. Terwilliger Memorial Thesis Prize 2007-2010, M. Sc. in Theoretical Physics, Chern Institute of Mathematics, Nankai University Thesis: Topological Quantum Computation and Beyond 2003-2007, B. S. in Physics and Mathematics, Nankai University Employment 2018- Assistant Professor, IIIS, Tsinghua University 2015-2018 Joint Quantum Institute Postdoctoral Fellow, University of Maryland

量子人工智能，量子信息与计算，拓扑相物质，冷原子，量子非平衡态系统

W. Ren et al., Experimental quantum adversarial learning with programmable superconducting qubits, Nature Computational Science, 2, 711, (2022). Z.D. Liu, L. W. Yu, L.-M. Duan* and D.-L. Deng*, Presence and Absence of Barren Plateaus in Tensor-Network Based Machine Learning, Phys. Rev. Lett., 129, 270501 (2022). X. Zhang et al., Digital quantum simulation of Floquet symmetry-protected topological phases, Nature, 607, 468 (2022). H. Zhang et al., Experimental demonstration of adversarial examples in learning topological phases, Nature Communications, 13, 4993 (2022). W. Y. Gong, and D.-L. Deng*, Universal Adversarial Examples and Perturbations for Quantum Classifiers, National Science Review, 9, nwab130 (2021). W.-G. Zhang, X.-L. Ouyang, X.-Z. Huang, X. Wang, H. L. Zhang, Y. F. Yu, X.-Y. Chang, Y. Q. Liu, D.-L. Deng*, and L.-M. Duan*, Observation of non-Hermitian topology with non-unitary dynamics of solid-state spins, Phys. Rev. Lett., 127, 090501 (2021). L. Yu and D.-L. Deng*, Unsupervised Learning of Non-Hermitian Topological Phases, Phys. Rev. Lett. 126, 240402 (2021). D. Yuan, H.-R. Wang, Z. Wang*, and D.-L. Deng*, Solving the Liouvillian Gap with Artificial Neural Networks, Phys. Rev. Lett., 126, 160401 (2021). Y.-H. Zhang, P.-L. Zheng, Y. Zhang*, and D.-L. Deng*, Topological Quantum Compiling with Reinforcement Learning, Phys. Rev. Lett., 125, 170501 (2020). S.-R. Lu, L.-M. Duan*, and D.-L. Deng*, Quantum adversarial machine learning, Phys. Rev. Research, 2, 033212 (2020). Y.-B. Yang, T. Qin, D.-L. Deng, L.-M. Duan, and Y. Xu*, Topological Amorphous Metals, Phys. Rev. Lett., 123, 076401 (2019). [Highlighted as Editor's Suggestion]. W.-Q. Lian, S.-T. Wang, S.-R. Lu, Y.-Y. Huang, F. Wang, X.-X. Yuan, W.-G. Zhang, X.-L. Ouyang, X. Wang, X.-Z. Huang, L. He, X.-Y. Chang, D.-L. Deng*, and L.-M. Duan*, Machine Learning Topological Phases with a Solid-state Quantum Simulator, Phys. Rev. Lett., 122, 210503 (2019). S. Das Sarma, D.-L. Deng, and L. -M. Duan, Machine learning meets quantum physics, Physics Today 72, 48 (2019). L. Hu, S.-H. Wu, W. Z. Cai, Y. W. Ma, X. H. Mu, Y. Xu, H. Y. Wang, Y. P. Song, D.-L. Deng*, C. L. Zou*, and L. Y. Sun*, Quantum generative adversarial learning in a superconducting quantum circuit, Sci. Adv., 5, eaav2761 (2019). [Media coverage: New Scientist] F.-L. Liu, J. R. Garrison, D.-L. Deng, Z.-X. Gong, and A. V. Gorshkov, Asymmetric Particle Transport and Light-Cone Dynamics Induced by Anyonic Statistics, Phys. Rev. Lett., 121, 250404 (2018). [Highlighted as Editor's Suggestion]. Y.-T. Hsu, X. Li, D.-L. Deng, and S. Das Sarma, Machine Learning Many-body Localization: Search for the Elusive Nonergodic Metal, Phys. Rev. Lett., 121, 245701 (2018). D.-L. Deng, Machine Learning Detection of Bell Nonlocality in Quantum Many-Body Systems, Phys. Rev. Lett., 120, 240402 (2018). D.-L. Deng, X. P. Li, and S. Das Sarma, Quantum Entanglement in Neural Network States, Phys. Rev. X, 7, 021021 (2017). [Media coverage: JQI news, Deep Tech, Futurism, etc.] D.-L. Deng, X. P. Li, and S. Das Sarma, Exact Machine Learning Topological States, Phys. Rev. B (Rapid Communications), 96, 195145 (2017). D.-L. Deng, S. Ganeshan, X.-P. Li, R. Modak, S. Mukerjee, and J. H. Pixley, Many-body localization in incommensurate models with a mobility edge, Annalen der Physik, 1600399 (2017). [invited topical review article for Annalen der Physik (Annals of Physics, Berlin)] D.-L. Deng, J. H. Pixley, X.-P. Li, and Sankar Das Sarma, Exponential Orthogonality Catastrophe in Single-particle and Many-body Localized Systems, Phys. Rev. B (Rapid Comm.), 92, 220201 (2015). D.-L. Deng, S.-T. Wang, L.-M. Duan, Direct Probe of Topological Order for Cold Atoms, Phys. Rev. A (Rapid Communications), 90, 041601 (2014). S.-T. Wang, D.-L. Deng, and L.-M. Duan, Probe of Three-Dimensional Chiral Topological Insulators in an Optical Lattice, Phys. Rev. Lett., 113, 033002 (2014). [Highlighted as Editor's Suggestion]. D.-L. Deng, S.-T. Wang, C. Shen, and L.-M. Duan, Hopf insulators and their topologically protected surface states, Phys. Rev. B (Rapid Communications), 88, 201105(R) (2013). C. Zu, D.-L. Deng, P.-Y. Hou, X.-Y. Chang, F. Wang, and L.-M. Duan, Experimental Distillation of Quantum Nonlocality, Phys. Rev. Lett., 111, 050405 (2013). D.-L. Deng, and L.-M. Duan, Fault-tolerant quantum random-number generator certified by Majorana fermions, Phys. Rev. A, 88, 012323 (2013). X. Zhang, M. Um, J.-H. Zhang, S.-M An, Y. Wang, D.-L. Deng, C. Shen, L.-M. Duan, and Kihwan Kim, State-Independent Experimental Test of Quantum Contextuality with a Single Trapped Ion, Phys. Rev. Lett., 110, 070401 (2013). C. Zu, Y.-X. Wang, D.-L. Deng, X.-Y. Chang, K. Liu, P.-Y. Hou, H.-X. Yang,and L.-M. Duan, State-Independent Experimental Test of Quantum Contextuality in an Indivisible System, Phys. Rev. Lett., 109,150401 (2012). Highlighted by the Physics Viewpoint article: "Mind the (Quantum) Context" by M.Paris and M. Paternostro, Physics 5, 113 (2012); Highlighted as Editor's Suggestion. D.-L. Deng, C.-F. Wu, J.-L. Chen, and C. H. Oh, Fault-Tolerant Greenberger-Horne-Zeilinger Paradox Based on Non-Abelian Anyons, Phys. Rev. Lett., 105, 060402 (2010).