Exploring Prompt-Based Generative AI in Creative Practice

Konsep Inti

The authors delve into the potential of prompt-based generative AI to augment human creativity, emphasizing the need for critical analysis and ethical design considerations in its development.

Abstrak

In their diffractive analysis, the authors investigate how artists integrate prompt-based generative AI tools into their creative practice. Participants express concerns about plagiarism, efficiency, identity, authorship, and the materiality of their artistic practices.

Statistik

"Recent developments in prompt-based generative AI has given rise to discourse surrounding the perceived ethical concerns, economic implications, and consequences for the future of cultural production."
"Creative professionals are increasingly expressing their concern about the threat of AI replacing human illustrators and artists through the outsourcing of creative production."
"Participants were requested to submit 30+ images of their work."
"The finetuned model was then made available to participants via a web interface."

Kutipan

"It’s like this very sensory experience where you really feel like it’s something you recognize, but then it’s mixed with something you don’t recognize and the experience is really beautiful." - Alex
"I remember reading the scale, and it was always the ones that I liked the best were towards following my prompt religiously, but allowing it a little bit of leeway." - Georgia
"We’re no better than the people in high corporations that use [generative AI] to kind of optimize so they can fire people because the computer can do the work that they can do." - Andre

Wawasan Utama Disaring Dari

Towards A Diffractive Analysis of Prompt-Based Generative AI

by Nina Rajcic,... pada arxiv.org 03-05-2024

https://arxiv.org/pdf/2403.01783.pdf

Pertanyaan yang Lebih Dalam

How might generative AI impact traditional artistic practices beyond visual arts?

Generative AI has the potential to impact traditional artistic practices in various ways beyond just visual arts. In fields like music composition, literature, and even performance arts, generative AI can assist artists in creating new works, exploring different styles, and pushing creative boundaries. For example, in music composition, AI algorithms can generate melodies or harmonies based on input from composers, providing inspiration or suggesting novel ideas. In literature, writers can use AI to generate plot ideas or character development suggestions. Even in performance arts like dance or theater, generative AI could be used to create choreography or script variations.

What are some potential drawbacks or limitations of relying on prompt-based generative AI for creative ideation?

While prompt-based generative AI systems offer a powerful tool for creative ideation, there are several drawbacks and limitations to consider:

Lack of true creativity: The output generated by these systems is limited by the training data and prompts provided by humans. This may restrict the truly innovative and original ideas that can emerge.
Over-reliance on technology: Relying too heavily on AI for creative ideation may stifle human creativity and intuition over time.
Ethical concerns: There are ethical considerations around using datasets without proper consent from creators whose work is being trained upon.
Limitations in understanding context: Generative models may struggle to grasp the nuanced context behind certain prompts leading to inaccurate outputs.

How can artists navigate ethical considerations when integrating generative AI tools into their practice?

To navigate ethical considerations when integrating generative AI tools into their practice, artists should consider the following strategies:

Use ethically sourced data: Ensure that any datasets used for training the model have been obtained with proper permissions and adhere to copyright laws.
Attribute credit where due: If using generated content publicly or as part of a commercial project, make sure to acknowledge the role of the AI system in creating it.
Be transparent with audiences: Communicate openly about how generative AI was used in your creative process so that viewers understand its role.
Advocate for responsible use: Encourage discussions within the artistic community about best practices for utilizing generative technologies while respecting intellectual property rights.

By proactively addressing these ethical considerations and engaging thoughtfully with generative AI tools, artists can ensure they uphold integrity and respect towards fellow creators while leveraging technology effectively in their practice."