G E N E R A T I V E A I A N D T R A N S F O R M A T I O N O F E D U C A T I O N A L P R A C T I C E S
Henriikka Vartiainen & Matti Tedre, University of Eastern Finland
UpCERG 13 NOVEMBER 13, 2023
Matti Tedre, Henriikka Vartiainen, (submitted ).
How Text-to-Image Generative AI Is Transforming Mediated Action?
https://www.techrxiv.org/articles/preprint/How_Text-to-Image_Generative_AI_Is_Tra
nsforming_Mediated_Action_/24449185/1
Henriikka Vartiainen, Päivikki Liukkonen, Matti Tedre (submitted ).
Generative AI in product design: Pre-service teachers insights on emerging
human-technology relationships.
https://osf.io/preprints/edarxiv/g5fb8/
Henriikka Vartiainen & Matti Tedre (2023)
Using artificial intelligence in craft education: crafting with text-to-image
generative models, Digital Creativity, 34:1, 1-21
Henriikka Vartiainen, Matti Tedre, Ilkka Jormanainen (2023)
Co-creating digital art with generative AI in K-9 education: Socio-material
insights, International Journal of Education Through Art 19:3, 405-423.
Matti Tedre, Henriikka Vartiainen, Teemu Valtonen, Juho Kahila (submitted ).
ChatGPT and Imaginaries of the Future of Education: Insights of Finnish Teacher
Educators.
T H I S T A L K I S B A S E D O N :
Theoretical insights on mediated action
AI
H U M A N I N T E R A C T I O N W I T H T H E W O R L D O C C U R S I N D I R E C T L Y
AI
H U M A N I N T E R A C T I O N W I T H T H E W O R L D O C C U R S I N D I R E C T L Y
E P I S T E M I C P R A C T I V E S
AI
AI
S O C I A L P R A C T I C E S
AI
M O R A L D E C I S I O N S
Transformation of epistemic practices
AI
S C I E N C E
S C I E N C E
AI
K N O W L E D G E W O R K
AI
AI
C R E A T I V E F I E L D S
AI
E V E R Y D A Y L I F E
AI
technology is a lens through which we see the world
AI
AI
T R U T H
C O N C E P T I O N S
Q U E S T I O N S
How do GenAI
technologies influence
the way we create
knowledge and
understanding of the
world?
1
AI
How do GenAI
technologies influence
the way we create
knowledge and
understanding of the
world?
1
AI
Transformation of social practices
AI
C O - C R E A T I O N
Human-AI
AI
C O - R E G U L A T I O N
Human-AI
AI
D E C I S I O N - M A K I N G
Human-AI
AI
C A T E G O R I Z A T I O N
Human-AI
AI
I D E N T I T Y B UI L D I N G
Human-AI
How do GenAI technologies influence our social reality and
participation in social and cultural practices?
2
AI
AI
Context of learning and knowledge creation
AI
F R O M P R E D I C T A B I L I T Y
AI
T O E M E R G E N T L E A R N I N G S Y S T E M S
AI
T O F L O W S O F C O N S T A N T C H A N G E
3
AI
How can we design and orchestrate actions in emergent learning
networks of human and non-human agents?
3
AI
How can we design and orchestrate actions in emergent learning
networks of human and non-human agents?
Moral and ethical decision-making
AI
R E L A T I O N A L D I L E M M A S A N D H A R M S
AI
M O R A L D E C I S I O N S A R E C O N T E X T - B O U N D
How do we contextualize AI-mediated moral and ethical
decision-making in domain specific practices?
4
AI
Examples from teacher education
Example :
G E N E R A T I V E A I I N D E M O C R A C Y E D U C A T I O N
AI
● Automation of knowledge work
● Tracking, profiling, modeling,
predicting
● Algorithmic influencing
○ Behavior engineering
○ Targeted advertisement
○ Opinion swaying
● Bias
● Hallucination
● Risks to democracy
Example :
N E W S E T O F C O N C E P T S A N D
P R O C E S S E S T O B E L E A R N E D
AI
Example :
G E N E R A T I V E A I I N C R A F T T E A C H E R E D U C A T I O N
AI
Example :
N E W S E T O F C O N C E P T S A N D P R O C E S S E S T O B E L E A R N E D
● Training data
○ Web crawlers
○ Image-label pairs
● Diffusion model
● Bias
○ Misrepresentation
○ Overrepresentation
○ Underrepresentation
● Automation of creative work
● Copyright
● Ownership
● Genre hijacking
● Model collapse
From simple answers to
asking profound questions
● How do genAI technologies influence the way we create knowledge and
understanding of the world?
● How do GenAI technologies influence our social reality and participation in
social and cultural practices?
● How can we design and orchestrate actions in emergent learning networks of
human and non-human agents?
● How do we contextualize AI-mediated moral and ethical decision-making in
domain specific practices?
… and much more questions to be found
D I S C U S S I O N
AI
THANKYOU!
HenriikkaVartiainen
henriikka.vartiainen@uef.fi
MattiTedre
matti.tedre@uef.fi
AI
T H A N K Y O U !

Generative AI and Transformation of Educational Practices

  • 1.
    G E NE R A T I V E A I A N D T R A N S F O R M A T I O N O F E D U C A T I O N A L P R A C T I C E S Henriikka Vartiainen & Matti Tedre, University of Eastern Finland UpCERG 13 NOVEMBER 13, 2023
  • 2.
    Matti Tedre, HenriikkaVartiainen, (submitted ). How Text-to-Image Generative AI Is Transforming Mediated Action? https://www.techrxiv.org/articles/preprint/How_Text-to-Image_Generative_AI_Is_Tra nsforming_Mediated_Action_/24449185/1 Henriikka Vartiainen, Päivikki Liukkonen, Matti Tedre (submitted ). Generative AI in product design: Pre-service teachers insights on emerging human-technology relationships. https://osf.io/preprints/edarxiv/g5fb8/ Henriikka Vartiainen & Matti Tedre (2023) Using artificial intelligence in craft education: crafting with text-to-image generative models, Digital Creativity, 34:1, 1-21 Henriikka Vartiainen, Matti Tedre, Ilkka Jormanainen (2023) Co-creating digital art with generative AI in K-9 education: Socio-material insights, International Journal of Education Through Art 19:3, 405-423. Matti Tedre, Henriikka Vartiainen, Teemu Valtonen, Juho Kahila (submitted ). ChatGPT and Imaginaries of the Future of Education: Insights of Finnish Teacher Educators. T H I S T A L K I S B A S E D O N :
  • 3.
    Theoretical insights onmediated action
  • 4.
    AI H U MA N I N T E R A C T I O N W I T H T H E W O R L D O C C U R S I N D I R E C T L Y
  • 5.
    AI H U MA N I N T E R A C T I O N W I T H T H E W O R L D O C C U R S I N D I R E C T L Y
  • 6.
    E P IS T E M I C P R A C T I V E S AI
  • 7.
    AI S O CI A L P R A C T I C E S
  • 8.
    AI M O RA L D E C I S I O N S
  • 9.
  • 10.
    AI S C IE N C E
  • 11.
    S C IE N C E
  • 12.
    AI K N OW L E D G E W O R K AI
  • 13.
    AI C R EA T I V E F I E L D S
  • 14.
    AI E V ER Y D A Y L I F E
  • 15.
    AI technology is alens through which we see the world
  • 16.
  • 17.
    AI T R UT H C O N C E P T I O N S
  • 18.
    Q U ES T I O N S
  • 19.
    How do GenAI technologiesinfluence the way we create knowledge and understanding of the world? 1 AI
  • 20.
    How do GenAI technologiesinfluence the way we create knowledge and understanding of the world? 1 AI
  • 21.
  • 22.
    AI C O -C R E A T I O N Human-AI
  • 23.
    AI C O -R E G U L A T I O N Human-AI
  • 24.
    AI D E CI S I O N - M A K I N G Human-AI
  • 25.
    AI C A TE G O R I Z A T I O N Human-AI
  • 26.
    AI I D EN T I T Y B UI L D I N G Human-AI
  • 27.
    How do GenAItechnologies influence our social reality and participation in social and cultural practices? 2 AI AI
  • 28.
    Context of learningand knowledge creation
  • 29.
    AI F R OM P R E D I C T A B I L I T Y
  • 30.
    AI T O EM E R G E N T L E A R N I N G S Y S T E M S
  • 31.
    AI T O FL O W S O F C O N S T A N T C H A N G E
  • 32.
    3 AI How can wedesign and orchestrate actions in emergent learning networks of human and non-human agents?
  • 33.
    3 AI How can wedesign and orchestrate actions in emergent learning networks of human and non-human agents?
  • 34.
    Moral and ethicaldecision-making
  • 35.
    AI R E LA T I O N A L D I L E M M A S A N D H A R M S
  • 36.
    AI M O RA L D E C I S I O N S A R E C O N T E X T - B O U N D
  • 37.
    How do wecontextualize AI-mediated moral and ethical decision-making in domain specific practices? 4 AI
  • 38.
  • 39.
    Example : G EN E R A T I V E A I I N D E M O C R A C Y E D U C A T I O N AI
  • 40.
    ● Automation ofknowledge work ● Tracking, profiling, modeling, predicting ● Algorithmic influencing ○ Behavior engineering ○ Targeted advertisement ○ Opinion swaying ● Bias ● Hallucination ● Risks to democracy Example : N E W S E T O F C O N C E P T S A N D P R O C E S S E S T O B E L E A R N E D AI
  • 41.
    Example : G EN E R A T I V E A I I N C R A F T T E A C H E R E D U C A T I O N AI
  • 42.
    Example : N EW S E T O F C O N C E P T S A N D P R O C E S S E S T O B E L E A R N E D ● Training data ○ Web crawlers ○ Image-label pairs ● Diffusion model ● Bias ○ Misrepresentation ○ Overrepresentation ○ Underrepresentation ● Automation of creative work ● Copyright ● Ownership ● Genre hijacking ● Model collapse
  • 43.
    From simple answersto asking profound questions
  • 44.
    ● How dogenAI technologies influence the way we create knowledge and understanding of the world? ● How do GenAI technologies influence our social reality and participation in social and cultural practices? ● How can we design and orchestrate actions in emergent learning networks of human and non-human agents? ● How do we contextualize AI-mediated moral and ethical decision-making in domain specific practices? … and much more questions to be found D I S C U S S I O N AI
  • 45.