Deepmind technologies limited (20240265264). CONTROLLING COMPUTING DEVICES USING HIERARCHICAL AGENTS simplified abstract
Contents
CONTROLLING COMPUTING DEVICES USING HIERARCHICAL AGENTS
Organization Name
Inventor(s)
Gheorghe Tiberi Comanici of Montreal (CA)
Amelia Marita Claudia Glaese of Montreal (CA)
Anita Gergely of Montreal (CA)
Zafarali Ahmed of Montreal (CA)
Tyler Jackson of Montreal (CA)
Doina Precup of Côte Saint-Luc (CA)
CONTROLLING COMPUTING DEVICES USING HIERARCHICAL AGENTS - A simplified explanation of the abstract
This abstract first appeared for US patent application 20240265264 titled 'CONTROLLING COMPUTING DEVICES USING HIERARCHICAL AGENTS
The patent application describes methods, systems, and apparatus for controlling computing devices using a hierarchical agent.
- Receiving observations characterizing the state of computing devices.
- Selecting a gesture class using a high-level agent.
- Processing mid-level input with a neural network conditioned on the selected gesture class.
- Generating a policy output for interacting with computing devices using a low-level agent neural network.
- Performing actions based on the policy output to interact with the computing devices.
Potential Applications: - Automation of tasks on computing devices. - Enhancing user interaction with technology. - Improving efficiency in controlling multiple devices simultaneously.
Problems Solved: - Streamlining the process of controlling computing devices. - Enhancing user experience with technology. - Simplifying complex interactions with multiple devices.
Benefits: - Increased efficiency in performing tasks. - Enhanced user experience and interaction with technology. - Improved control over multiple computing devices.
Commercial Applications: Title: "Hierarchical Agent Control System for Computing Devices" This technology could be used in smart home systems, industrial automation, and remote control applications, among others. The market implications include increased productivity, improved user experience, and potential cost savings for businesses.
Questions about Hierarchical Agent Control System for Computing Devices: 1. How does this technology improve user interaction with computing devices? 2. What are the potential applications of this hierarchical agent control system in different industries?
Frequently Updated Research: There may be ongoing research in the field of artificial intelligence and human-computer interaction that could impact the development and implementation of hierarchical agent control systems for computing devices. Researchers may be exploring new neural network architectures, gesture recognition techniques, and user interface design principles to enhance the performance and usability of such systems.
Original Abstract Submitted
methods, systems, and apparatus, including computer programs encoded on computer storage media, for controlling one or more computing devices to perform a task using a hierarchical agent. one of the methods includes receiving an observation characterizing a state of the one or more computing devices at the time step; selecting a gesture class for the time step using a high-level agent; processing a mid-level input using a mid-level agent neural network conditioned on the selected gesture class to generate a mid-level output that comprises parameters that define a gesture from the selected gesture class; processing a low-level input using a low-level agent neural network to generate a policy output that defines a sequence of one or more actions for interacting with the one or more computing devices; and performing the sequence of one or more actions to interact with the one or more computing devices.
