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AGI
2015
8 years 6 months ago
Decision-Making During Language Understanding by Intelligent Agents
In cognitive modeling and intelligent agent design, a widely accepted architectural pipeline is Perception–Reasoning–Action. But language understanding, while a type of percept...
Marjorie McShane, Sergei Nirenburg
AGI
2015
8 years 6 months ago
Anchoring Knowledge in Interaction: Towards a Harmonic Subsymbolic/Symbolic Framework and Architecture of Computational Cognitio
Abstract. We outline a proposal for a research program leading to a new paradigm, architectural framework, and prototypical implementation, for the cognitively inspired anchoring o...
Tarek Richard Besold, Kai-Uwe Kühnberger, Art...
AGI
2015
8 years 6 months ago
Assumptions of Decision-Making Models in AGI
This paper analyzes the assumptions of the decision making models in the context of artificial general intelligence (AGI). It is argued that the traditional approaches, exemplifi...
Pei Wang, Patrick Hammer
AGI
2015
8 years 6 months ago
Modeling Motivation in MicroPsi 2
The MicroPsi architecture combines neuro-symbolic representations with autonomous decision making and motivation based learning. MicroPsi’s motivational system reflects cognitive...
Joscha Bach
AGI
2015
8 years 6 months ago
Using Localization and Factorization to Reduce the Complexity of Reinforcement Learning
General reinforcement learning is a powerful framework for artificial intelligence that has seen much theoretical progress since introduced fifteen years ago. We have previously ...
Peter Sunehag, Marcus Hutter
AGI
2015
8 years 6 months ago
On the Limits of Recursively Self-Improving AGI
Self-improving software has been a goal of computer scientists since the founding of the field of Artificial Intelligence. In this work we analyze limits on computation which might...
Roman V. Yampolskiy
AGI
2015
8 years 6 months ago
Inferring Human Values for Safe AGI Design
Abstract. Aligning goals of superintelligent machines with human values is one of the ways to pursue safety in AGI systems. To achieve this, it is first necessary to learn what hu...
Can Eren Sezener
AGI
2015
8 years 6 months ago
Observation, Communication and Intelligence in Agent-Based Systems
The intelligence of multiagent systems is known to depend on the communication and observation abilities of its agents. However it is not clear which factor has the greater influe...
Nader Chmait, David L. Dowe, David G. Green, Yuan-...
AGI
2015
8 years 6 months ago
Are There Deep Reasons Underlying the Pathologies of Today's Deep Learning Algorithms?
Abstract. Some currently popular and successful deep learning architectures display certain pathological behaviors (e.g. confidently classifying random data as belonging to a fami...
Ben Goertzel
AGI
2015
8 years 6 months ago
Emotional Concept Development
Abstract. Artificial emotions of different varieties have been used for controlling behavior, e.g. in cognitive architectures and reinforcement learning models. We propose to use ...
Claes Strannegård, Simone Cirillo, Johan Wes...