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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 !

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Generative AI and Transformation of Educational Practices

  • 1. 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
  • 2. 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 :
  • 3. Theoretical insights on mediated action
  • 4. 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
  • 5. 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
  • 6. E P I S T E M I C P R A C T I V E S AI
  • 7. AI S O C I A L P R A C T I C E S
  • 8. AI M O R A L D E C I S I O N S
  • 10. AI S C I E N C E
  • 11. S C I E N C E
  • 12. AI K N O W L E D G E W O R K AI
  • 13. AI C R E A T I V E F I E L D S
  • 14. AI E V E R Y D A Y L I F E
  • 15. AI technology is a lens through which we see the world
  • 16. AI
  • 17. AI T R U T H C O N C E P T I O N S
  • 18. Q U E S T I O N S
  • 19. How do GenAI technologies influence the way we create knowledge and understanding of the world? 1 AI
  • 20. How do GenAI technologies influence the way we create knowledge and understanding of the world? 1 AI
  • 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 C I S I O N - M A K I N G Human-AI
  • 25. AI C A T E G O R I Z A T I O N Human-AI
  • 26. AI I D E N T I T Y B UI L D I N G Human-AI
  • 27. How do GenAI technologies influence our social reality and participation in social and cultural practices? 2 AI AI
  • 28. Context of learning and knowledge creation
  • 29. AI F R O M P R E D I C T A B I L I T Y
  • 30. 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
  • 31. AI T O F L O W S O F C O N S T A N T C H A N G E
  • 32. 3 AI How can we design and orchestrate actions in emergent learning networks of human and non-human agents?
  • 33. 3 AI How can we design and orchestrate actions in emergent learning networks of human and non-human agents?
  • 34. Moral and ethical decision-making
  • 35. 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
  • 36. 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
  • 37. How do we contextualize AI-mediated moral and ethical decision-making in domain specific practices? 4 AI
  • 39. 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
  • 40. ● 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
  • 41. 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
  • 42. 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
  • 43. From simple answers to asking profound questions
  • 44. ● 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