Selected Honors

Invited Talk

  1. Towards Scalable Self-supervised Learning
    Salesforce Research, 2022
  2. Understanding and Solving Dimensional Collapse in Contrastive Self-supervised Learning
    Flatiron Research Institute, Center for Computational Mathematics, 2022
  3. Understanding and Solving Dimensional Collapse in Contrastive SSL
    UC Davis, AI, Robotics and Automation Seminar, 2022
  4. Implicit Regularization and Self-supervised Learning
    OpenAI, 2021
  5. On Dimensional Collapse in Contrastive Self-supervised Learning
    Google Research, 2021
  6. Barlow Twins: Self-supervised Learning via Redundancy Reduction
    ICML, 2021
  7. Implicit Rank-Minimizing Autoencoder
    NeurIPS, 2020
  8. Physics Inspired Deep Learning Algorithms
    Facebook AI Research, 2019
  9. Phase-encoded Recurrent Neural Networks and their Applications
    DeepMind, 2019
  10. Phase-encoded RNNs and Scientific Text Summarization
    Amazon Alexa AI, 2019
  11. Photonics and AI: Algorithms and Applications
    APS Physics of AI conference, 2019
  12. Nanophotonic Particle Simulation and Inverse Design Using Artificial Neural Networks
    NIPS Deep Learning for Physical Science Workshop, 2018
  13. Gated Orthogonal Recurrent Units: On Learning to Forget
    AAAI Workshop on Reasoning and Learning for Human-Machine Dialogues, 2018
  14. Tunable Efficient Unitary Neural Networks (EUNN) and their application to RNNs
    ICML, 2017

Acadamic Services

Conference reviewer:

International Conference on Learning Representations (ICLR)
International Conference on Machine Learning (ICML)
Conference on Neural Information Processing Systems (NeurIPS)
Conference on Empirical Methods in Natural Language Processing (EMNLP)

Journal reviewer:

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
IEEE Computational Intelligence Magazine (CIM)
IEEE Photonic Technology Letters
Proceedings of the National Academy of Sciences of the United States of America (PNAS)
Physical Review Letters
Physical Review A
Physical Review B
Physical Review X
Physical Review Research
Physical Review Applied
Scientific Reports
Journal of Applied Physics
Optics Express
Optica
Advanced Photonics
Nanophotonics
ACS Photonics
Nature Photonics