Research Areas

Research Areas

  • Agent Forecasting at Flexible Horizons using ODE Flows

    Agent Forecasting at Flexible Horizons using ODE Flows

    A. Radovic, J. He, J. Ramanan, M. Brubaker, and A. Lehrmann. International Conference on Machine Learning Workshop on Invertible Neural Nets and Normalizing Flows (ICML), 2021

    Publication

  • Continuous Latent Process Flows

    Continuous Latent Process Flows

    R. Deng, M. Brubaker, G. Mori, and A. Lehrmann. Conference on Neural Information Processing Systems (NeurIPS), 2021

    Publication

  • Modeling Continuous Stochastic Processes with Dynamic Normalizing Flows

    Modeling Continuous Stochastic Processes with Dynamic Normalizing Flows

    R. Deng, B. Chang, M. Brubaker, G. Mori, and A. Lehrmann. Conference on Neural Information Processing Systems (NeurIPS), 2020

    Publication

  • Point Process Flows

    Point Process Flows

    *N. Mehrasa, *R. Deng, M. O. Ahmed, B. Chang, J. He, T. Durand, M. Brubaker, and G. Mori. The Conference and Workshop on Neural Information Processing Systems Workshop on Learning with Temporal Point Processes (NeurIPS), 2019

    Publication

  • A Variational Auto-Encoder Model for Stochastic Point Process

    A Variational Auto-Encoder Model for Stochastic Point Process

    N. Mehrasa, A. Jyothi, T. Durand, J. He, L. Sigal, and G. Mori. The IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR), 2019

    Publication