Research

  • Neural Networks with Cheap Differential Operators (SPOTLIGHT) Ricky T. Q. Chen, David Duvenaud Advances in Neural Information Processing Systems (NeurIPS). 2019 <polishing in progress>
  • Residual Flows for Invertible Generative Modeling (SPOTLIGHT) Ricky T. Q. Chen, Jens Behrmann, David Duvenaud, Jörn-Henrik Jacobsen Advances in Neural Information Processing Systems (NeurIPS). 2019 arxiv | bibtex | slides | poster | code
  • Latent ODEs for Irregularly-Sampled Time Series Yulia Rubanova, Ricky T. Q. Chen, David Duvenaud Advances in Neural Information Processing Systems (NeurIPS). 2019 arxiv | code
  • Invertible Residual Networks (LONG ORAL) Jens Behrmann*, Will Grathwohl*, Ricky T. Q. Chen, David Duvenaud, Jörn-Henrik Jacobsen* International Conference on Machine Learning (ICML). 2019 arxiv | bibtex | code
  • FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models (ORAL)
    (BEST STUDENT PAPER @ AABI 2018)
    Will Grathwohl*, Ricky T. Q. Chen*, Jesse Bettencourt, Ilya Sutskever, David Duvenaud International Conference on Learning Representations (ICLR). 2019 arxiv | bibtex | poster | code
  • Neural Ordinary Differential Equations (BEST PAPER AWARD) Ricky T. Q. Chen*, Yulia Rubanova*, Jesse Bettencourt*, David Duvenaud Advances in Neural Information Processing Systems (NeurIPS). 2018 arxiv | bibtex | slides | poster | code
  • Isolating Sources of Disentanglement in Variational Autoencoders (ORAL) Ricky T. Q. Chen, Xuechen Li, Roger Grosse, David Duvenaud Advances in Neural Information Processing Systems (NeurIPS). 2018 arxiv | bibtex | slides | poster | code
  • Learning Motion Predictors for Smart Wheelchair using Autoregressive Sparse Gaussian Process Zicong Fan, Lili Meng, Tian Qi Chen, Jingchun Li, Ian M. Mitchell International Conference on Robotics and Automation (ICRA). 2018 arxiv | bibtex
  • Deep kernel mean embeddings for generative modeling and feedforward style transfer Tian Qi Chen MSc Thesis, University of British Columbia. 2017 pdf (18MB)
  • Fast Patch-based Style Transfer of Arbitrary Style (ORAL) Tian Qi Chen, Mark Schmidt Workshop in Constructive Machine Learning, NIPS. 2016 arxiv | bibtex | slides | poster | code
* denotes equal contribution.