Publications

2019

High Fidelity Video Prediction with Large Stochastic Recurrent Neural Networks New!
In Advances in Neural Information Processing Systems (NeurIPS), 2019

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Unsupervised Learning of Object Structure and Dynamics from Videos New!
In Advances in Neural Information Processing Systems (NeurIPS), 2019

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Learning Latent Dynamics for Planning from Pixels New!
In Proceedings of the 36th International Conference on Machine Learning (ICML), 2019

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2018

MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics
In European Conference on Computer Vision (ECCV), 2018

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Hierarchical Long-term Video Prediction without Supervision
In Proceedings of the 35th International Conference on Machine Learning (ICML), 2018

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Neural Kinematic Networks for Unsupervised Motion Retargetting Oral Presentation
In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018

Project page PDF ArXiv (Oral acceptance rate: 2.1%)

2017

Learning to Generate Long-term Future via Hierarchical Prediction
In Proceedings of the 34th International Conference on Machine Learning (ICML), 2017

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Decomposing Motion and Content for Natural Video Sequence Prediction
In International Conference on Learning Representations (ICLR), 2017

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2015

Improving Object Detection with Deep Convolutional Networks via Bayesian Optimization and Structured Prediction Oral Presentation
In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015

Project page PDF ArXiv (Oral acceptance rate: 3.3%)

2014

Who Do I Look Like? Determining Parent-Offspring Resemblance via Genetic Features
In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014

PDF

Professional Service

Journal Reviewer

  • IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
  • Transactions on Graphics (ToG)
  • International Journal on Computer Vision (IJCV)

Conference Reviewer

  • CVPR 2019, 2020
  • CoRL 2018
  • Eurographics 2020
  • ECCV 2020
  • ICCV 2019
  • ICLR 2018, 2019, 2020
  • ICML 2019, 2020
  • ICRA 2020
  • NeurIPS 2016, 2018, 2019, 2020
  • Pacific Graphics 2019
  • SIGGRAPH 2019, 2020
  • UAI 2018, 2019, 2020

Workshop Reviewer

  • LUV 2019, 2020

Talks and Teaching

Invited Talks

  • Tech Talk @Waymo, Mountain View, US (March 2019)
  • Tech Talk @Uber ATG, Toronto, CA (February 2019)
  • Tech Talk @Adobe Research, San Jose, US (February 2019)

Teaching

  • Graduate Student Instructor for EECS 598 @University of Michigan: Deep Learning (Winter 2019)
  • Guest Lecture for EECS 492 @University of Michigan: Introduction to Artificial Intelligence (Winter 2019)