Publications

Machine Learning

  1. Vector-Vector-Matrix Architecture: A Novel Hardware-Aware Framework for Low-Latency Inference in NLP Applications

    Matthew Khoury, Rumen Dangovski, Longwu Ou, Preslav Nakov, Yichen Shen, Li Jing
    Conference on Empirical Methods in Natural Language Processing (EMNLP) (2020)

  2. Contextualizing Enhances Gradient Based Meta Learning

    Evan Vogelbaum, Rumen Dangovski, Li Jing, Marin Soljacic
    arXiv:2007.10143

  3. Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery

    Samuel Kim, Peter Lu, Srijon Mukherjee, Michael Gilbert, Li Jing, Vladimir Ceperic, Marin Soljacic
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS) (2020)

  4. Rotational Unit of Memory: A Novel Representation Unit for RNNs with Scalable Applications

    Rumen Dangovski*, Li Jing*, Marin Soljačić
    Transactions of the Association for Computational Linguistics (TACL) (2019)

  5. WaveletNet: Logarithmic Scale Efficient Convolutional Neural Networks for Edge Devices

    Li Jing*, Rumen Dangovski*, Marin Soljacic
    arXiv:1811.11644

  6. Gated Orthogonal Recurrent Units: On Learning to Forget

    Li Jing*, Çağlar Gülçehre*, John Peurifoy, Yichen Shen, Max Tegmark, Marin Soljačić, Yoshua Bengio
    Neural Computation (2019)

  7. Tunable Efficient Unitary Neural Networks (EUNN) and their application to RNNs

    Li Jing*, Yichen Shen*, Tena Dubček, John Peurifoy, Scott Skirlo, Yann LeCun, Max Tegmark, Marin Soljacic
    International Conference on Machine Learning (ICML) (2017)


AI for Physics

  1. Predictive and generative machine learning models for photonic crystals

    Thomas Christensen, Charlotte Loh, Stjepan Picek, Domagoj Jakobovic, Li Jing, Sophie Fisher, Vladimir Ceperic, John D. Joannopoulos, Marin Soljacic
    Nanophotonics (2020)

  2. A Recurrent Ising Machine in a Photonic Integrated Circuit

    Mihika Prabhu, Charles Roques-Carmes, Yichen Shen, Nicholas Harris, Li Jing, Jacques Carolan, Ryan Hamerly, Tom Baehr-Jones, Michael Hochberg, Vladimir Ceperic, John Joannopoulos, Dirk Englund, Marin Soljacic
    Optica (2020)

  3. Deep learning enabled self-adaptive invisibility cloak

    Chao Qian, Bin Zheng, Yichen Shen, Li Jing, Erping Li, Lian Shen, Hongsheng Chen
    Nature Photonics (2020)

  4. Heuristic Recurrent Algorithms for Photonic Ising Machines

    Charles Roques-Carmes, Yichen Shen, Cristian Zanoci, Mihika Prabhu, Fadi Atieh, Li Jing, Tena Dubcek, Vladimir Ceperic, John Joannopoulos, Dirk Englund, Marin Soljacic
    Nature Communications (2020)

  5. Migrating Knowledge between Physical Scenarios based on Artificial Neural Networks

    Yurui Qu*, Li Jing*, Yichen Shen, Min Qiu, Marin Soljačić
    ACS Photonics (2019)

  6. Nanophotonic Particle Simulation and Inverse Design Using Artificial Neural Networks

    John Peurifoy, Yichen Shen, Li Jing, Yi Yang, Fidel Cano-Renteria, Brendan Delacy, John Joannopoulos, Max Tegmark, Marin Soljačić
    Science Advance (2018)


Quantum Information (Undergrad work)

  1. Quantum cloning machines and the applications

    Heng Fan, Yi-Nan Wang, Li Jing, Jie-Dong Yue, Han-Duo Shi, Yong-Liang Zhang, Liang-Zhu Mu
    Physics Reports (2014)

  2. Fitting magnetic field gradient with Heisenberg-scaling accuracy

    Yong-Liang Zhang, Huan Wang, Li Jing, Liang-Zhu Mu, Heng Fan
    Scientific Reports (2014)

  3. Quantum network teleportation for quantum information distribution and concentration

    Yong-Liang Zhang, Yi-Nan Wang, Xiang-Ru Xiao, Li Jing, Liang-Zhu Mu, VE Korepin, Heng Fan
    Physical Review A 87 (2013)

  4. Minimal input sets determining phase-covariant and universal quantum cloning

    Li Jing, Yi-Nan Wang, Han-Duo Shi, Liang-Zhu Mu, Heng Fan
    Physical Review A (2012)

  5. General quantum key distribution in higher dimension

    Zhao-Xi Xiong, Han-Duo Shi, Yi-Nan Wang, Li Jing, Jin Lei, Liang-Zhu Mu, Heng Fan
    Physical Review A (2012)

  6. Non-compression of quantum phase information

    Yi-Nan Wang, Han-Duo Shi, Li Jing, Zhao-Xi Xiong, Jin Lei, Liang-Zhu Mu, Heng Fan
    Journal of Physics A: Mathematical and Theoretical (2012)

  7. Unified universal quantum cloning machine and fidelities

    Yi-Nan Wang, Han-Duo Shi, Zhao-Xi Xiong, Li Jing, Xi-Jun Ren, Liang-Zhu Mu, Heng Fan
    Physical Review A (2011)