Patents by Inventor Alexander RADOVIC

Alexander RADOVIC has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Patent number: 12718070
    Abstract: The methods and systems are directed to computational approaches for training and using machine learning algorithms to predict the conditional marginal distributions of the position of agents at flexible evaluation horizons and can enables more efficient path planning. These methods model agent movement by training a deep neural network to predict the position of an agent through time. A neural ordinary differential equation (neural ODE) that represents this neural network can be used to determine the log-likelihood of the agent's position as it moves in time.
    Type: Grant
    Filed: May 21, 2022
    Date of Patent: August 25, 2026
    Assignee: ROYAL BANK OF CANADA
    Inventors: Alexander Radovic, Jiawei He, Janahan Mathuran Ramanan, Marcus Anthony Brubaker, Andreas Steffen Michael Lehrmann
  • Publication number: 20220383075
    Abstract: The methods and systems are directed to computational approaches for training and using machine learning algorithms to predict the conditional marginal distributions of the position of agents at flexible evaluation horizons and can enables more efficient path planning. These methods model agent movement by training a deep neural network to predict the position of an agent through time. A neural ordinary differential equation (neural ODE) that represents this neural network can be used to determine the log-likelihood of the agent's position as it moves in time.
    Type: Application
    Filed: May 21, 2022
    Publication date: December 1, 2022
    Inventors: Alexander RADOVIC, Jiawei HE, Janahan Mathuran RAMANAN, Marcus Anthony BRUBAKER, Andreas Steffen Michael LEHRMANN