KANT: A tool for Grounding and Knowledge Management

The intelligent robotics community usually organizes knowledge into symbolic and sub-symbolic levels. These two levels establish the set of symbols and rules for manipulating knowledge based on their (symbol system - dictionary). Thus, the correspondences – Grounding or knowledge representation – require specific software techniques for anchoring continuous and discrete state variables between these two levels. This paper presents the design and evaluation of an Open Source tool called KANT(Knowledge mAnagemeNT) to let different components of the system architecture controlling the robot query, save, edit, and delete the data from the Knowledge Base without having to worry about the type and the implementation of the source data. Using KANT, components managing subsymbolic information can smoothly interact with symbolic components. Besides, implementation mechanisms used in KANT, such as the use of in-memory and non-SQL databases, improve the performance of the knowledge management systems in ROS middleware, as shown by the evaluations presented in this work.

READ FULL TEXT
research
09/29/2017

Symbol, Conversational, and Societal Grounding with a Toy Robot

Essential to meaningful interaction is grounding at the symbolic, conver...
research
11/22/2022

Differentiable Fuzzy 𝒜ℒ𝒞: A Neural-Symbolic Representation Language for Symbol Grounding

Neural-symbolic computing aims at integrating robust neural learning and...
research
03/17/2015

How the symbol grounding of living organisms can be realized in artificial agents

A system with artificial intelligence usually relies on symbol manipulat...
research
06/30/2017

A ROS multi-ontology references services: OWL reasoners and application prototyping issues

The challenge of sharing and communicating information is crucial in com...
research
02/08/2023

ASTRIDE: Adaptive Symbolization for Time Series Databases

We introduce ASTRIDE (Adaptive Symbolization for Time seRIes DatabasEs),...
research
08/16/2019

Continuous Relaxation of Symbolic Planner for One-Shot Imitation Learning

We address one-shot imitation learning, where the goal is to execute a p...
research
03/31/2021

A Signal-Centric Perspective on the Evolution of Symbolic Communication

The evolution of symbolic communication is a longstanding open research ...

Please sign up or login with your details

Forgot password? Click here to reset