Using a Cognitive Architecture to consider antiblackness in design and development of AI systems

07/01/2022
by   Christopher L. Dancy, et al.
0

How might we use cognitive modeling to consider the ways in which antiblackness, and racism more broadly, impact the design and development of AI systems? We provide a discussion and an example towards an answer to this question. We use the ACT-R/Φ cognitive architecture and an existing knowledge graph system, ConceptNet, to consider this question not only from a cognitive and sociocultural perspective, but also from a physiological perspective. In addition to using a cognitive modeling as a means to explore how antiblackness may manifest in the design and development of AI systems (particularly from a software engineering perspective), we also introduce connections between antiblackness, the Human, and computational cognitive modeling. We argue that the typical eschewing of sociocultural processes and knowledge structures in cognitive architectures and cognitive modeling implicitly furthers a colorblind approach to cognitive modeling and hides sociocultural context that is always present in human behavior and affects cognitive processes.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
10/01/2022

BIASeD: Bringing Irrationality into Automated System Design

Human perception, memory and decision-making are impacted by tens of cog...
research
05/26/2023

Towards Cognitive Bots: Architectural Research Challenges

Software bots operating in multiple virtual digital platforms must under...
research
02/27/2021

Cognitive Homeostatic Agents

Human brain has been used as an inspiration for building autonomous agen...
research
08/16/2021

Cognitive AI Systems Contribute to Improving Creativity Modeling and Measuring Tools

Cognitive science and cognitive psychology have long used creativity tes...
research
09/19/2023

Generative AI vs. AGI: The Cognitive Strengths and Weaknesses of Modern LLMs

A moderately detailed consideration of interactive LLMs as cognitive sys...
research
03/07/2021

Embodied Continual Learning Across Developmental Time Via Developmental Braitenberg Vehicles

There is much to learn through synthesis of Developmental Biology, Cogni...
research
11/29/2022

Differentiable User Models

Probabilistic user modeling is essential for building collaborative AI s...

Please sign up or login with your details

Forgot password? Click here to reset