Difference between revisions of "Cognitive Robotics Resources"

Revision as of 07:00, 21 December 2020

Definitions of Cognition

42 definitions of cognition ... it has proved difficult to define cognition: read Aaron Sloman's argument that it isn't worth trying (go to the end of the article)
A definition of a cognitive system from the Springer Reference Guide to Computer Vision
What is Cognition?

Robots

IEEE Guide to the World of Robots

Cognitive Architectures

Design Principles Articles

Design principles for biologically inspired cognitive robotics
Desiderata for Developmental Cognitive Architectures
A Standard Model of the Mind, now referred to as a Common Model of Cognition

Survey Articles

I. Kotseruba and J. Tsotsos (2020). 40 years of cognitive architectures: core cognitive abilities and practical applications
Companion website for 40 years of cognitive architectures: core cognitive abilities and practical applications
Biologically Inspired Cognitive Architectures Society (BICA) comparison of 25 cognitive architectures
B. Goertzl et al. (2010). A world survey of artificial brain projects, Part II: Biologically inspired cognitive architectures
Summaries of twenty cognitive architectures from D. Vernon, C. von Hofsten, and L. Fadiga. "A Roadmap for Cognitive Development in Humanoid Robots", Cognitive Systems Monographs (COSMOS), Vol. 11, Springer, 2010.

Individual Architecture Articles

MECA The Multipurpose Enhanced Cognitive Architecture (MECA)
MECA An Overview of the Multipurpose Enhanced Cognitive Architecture (MECA)
iCub The iCub Software Architecture: Evolution and Lessons Learned; not a cognitive architecture but relevant to the system architecture / software architecture aspects relevant to the implementation of a cognitive architecture.
iCub iCub-HRI: A Software Framework for Complex Human–Robot Interaction Scenarios on the iCub Humanoid Robot ibid.

Websites

Symbolic / Cognitivist
http://www.sfu.ca/~jbmaxwel/MusiCog/index.html

Emergent
SPA (Semantic Pointer Architecture) in Nengo

Hybrid
ACT-R
CLARION
CRAM
LIDA
Soar

Presentations, Talks, Lectures

Yann LeCun Cake Analogy 2.0

Lectures from Cognitive Robotics at www.cognitiverobotics.net
Lecture 25. Cognitive architectures: specification and operation; desirable characteristics; core cognitive abilities.
Lecture 26. Cognitive architectures: Example cognitive architectures: Soar, ACT-R, Clarion, ICARUS, BBD, ISAC; The Common Model of Cognition.
Lecture 27. The CRAM cognitive architecture: overview of CRAM (Cognitive Robot Abstract Machine).

Lectures from Artificial Cognitive Systems at www.vernon.eu/ACS.htm
Lecture 7: Cognitive Architectures 1: What is a cognitive architecture? Desirable characteristics. Designing a cognitive architecture.
Lecture 8: Cognitive Architectures 2: Example cognitive architectures: Soar, ACT/R, ICARUS, Global Workspace, SASE, Darwin.
Lecture 9: Cognitive Architectures 3: Example cognitive architectures: ISAC.
Lecture 10: Cognitive Architectures 4: Example cognitive architectures: CLARION.
Lecture 11: Cognitive Architectures 5: Example cognitive architectures: CRAM. The Common Model of Cognition.

Videos

The real reason for brains featuring Daniel Wolpert
Open Research and the Soar Cognitive Architecture featuring John Laird
Tutorial on the CRAM Cognitive Architecture featuring Gayane Kazhoyan
EASE Milestone Robot Demo
EASE Milestone Spoon Challenge
Core Knowledge of Number and Geometry featuring Elizabeth Spelke at the inaugural meeting of euCognition in 2006

Research

Research Challenges

Social Cognition for Human-Robot Symbiosis—Challenges and Building Blocks
The limits and potentials of deep learning for robotics
Building machines that learn and think like people
Controversies in Cognitive Systems Research
A First Draft Analysis of Some Meta-Requirements for Cognitive Systems in Robots

Knowledge-based Approaches

Ontology-based Approaches to Robot Autonomy
Socio-physical Models of Activities (SOMA)

Robot Platforms

openEASE Open Knowledge for AI-Enabled Robots
iCub open source cognitive humanoid robotic platform

Research Networks

TC-CORO: IEEE Technical Committee on Cognitive Robotics
EUCog: European Society for Cognitive Systems
BICA: Biologically Inspired Cognitive Architectures Society

White Papers

Computing, cognition and the future of knowing John Kelly, Senior Vice President, IBM Research and Solutions Portfolio.
Dynamic Field Theory (DFT): Applications in Cognitive Science and Robotics
Observing Human Behaviour in Image Sequences: The Video-Hermeneutic Challenge
Cognitive Ontologies: Mapping Structure and Function of the Brain from a Systemic View
Coordinating with the Future: the Anticipatory Nature of Representation
Communication and Distributed Control in Multi-Agent Systems: Preliminary Model of Micro-unmanned Aerial Vehicle (MAV) Swarms
Enactive Artificial Intelligence
CoEvolutionary Approaches in Cognitive Robotic Systems Design
Action Selection for Intelligent Systems

Journals

IEEE Transactions on Cognitive and Developmental Systems
Cognitive Systems Research
Biologically Inspired Cognitive Architectures
Cognitive Computation and Systems

Books

Cognitive Architectures by M. Ferreira, J. Sequeira, and R. Ventura (Eds.)

Workshops and Colloquia

International Foundation for Robotics Research Colloquium on Cognitive Robotics, 8 October 2020; the video proceedings are here
AIC - Artificial Intelligence and Cognition International Workshop Series

Software Resources

EASE - Everyday Activity Science and Engineering: Open Knowledge for AI-Enabled Robots
CRAM: Cognitive Robot Abstract Machine
KnowRob: Knowledge Processing for Robots
The CLARION Cognitive Architecture Project
BECCA: Brain-Emulating Cognition and Control Architecture
AKIRA: C++ development framework to build cognitive architectures and complex artificial intelligent agents
AmonI: Artificial Models of Natural Intelligence]
CAST: The CoSy Architecture Schema Toolkit
YARP: Yet Another Robot Platform.
ROS: Robot Operating System

Datasets

EASE - Everyday Activity Science and Engineering

Summer Schools

1st Summer School on Cognitive Robotics MIT 2017
2nd Summer School on Cognitive Robotics MIT 2018
3rd Summer School on Cognitive Robotics USC 2019

Teaching Resources

Tutorials

IEEE Robotics and Automation Magazine Tutorials
Tutorial on Embodiment
Control engineering of autonomous cognitive vehicles - a practical tutorial
The dynamic neural field approach to cognitive robotics
Neuronal Dynamics Approaches to Cognitive Robotics

Model Curricula

euCognition Cognitive Systems Model Curriculum
University of Skövde MSc in Cognitive Systems Model Curriculum

Courses

Introduction to Cognitive Robotics
Artificial Cognitive Systems; teaching material for Artificial Cognitive Systems - A Primer, MIT Press, 2014; click here for additional support material.
Cognitive Computer Vision
The Construct A Platform to Learn/Teach Robotics from Zero ... everything from robotics theory to ROS based robot programming
MIT Open Courseware: Computational Cognitive Science
MIT Center for Brains, Minds and Machines (CBMM) Science of Intelligence Learning Hub
Introduction to Mobile Robotics University of Freiburg
Autonomous Mobile Robots ETH Zürich

Degrees in Cognitive Systems

The following is a sample of the Master-level degrees that are available in cognitive systems.

University of Skövde, Sweden Human-Robot Interaction (120 ECTS)
University of Birmingham Computational Neuroscience and Cognitive Robotics MSc
Universitat Pompeu Fabra, Spain Interdisciplinary Master in Cognitive Systems and Interactive Media (60 ECTS)
Technical University of Munich Robotics, Cognition, and Intelligence
University of Warwick M.Sc. in Cognitive Systems
University of Zurich Master of Science in Informatics: Field of study Multimodal and Cognitive Systems
Jacobs University, Germany Cognitive Systems and Processes

Research Networks and Societies

TC-CORO: IEEE Technical Committee on Cognitive Robotics
euCognition: European Network for the Advancement of Artificial Cognitive Systems. This network was the first in a series of three networks, culminating in EUCog below.
EUCog: European Society for Cognitive Systems
BICA: Biologically Inspired Cognitive Architectures Society
ESSCS: European Society for the Study of Cognitive Systems