Good-Data@AAAI 2025 : AAAI 2025 Workshop on Preparing Good Data for Generative AI: Challenges and Approaches (Good-Data)
Conference Description
For details, please see the webpage: https://sites.google.com/servicenow.com/good-data-2025/
Foundation models highly depend on the data they are trained on. Although self-supervised learning is one of their promises, it is clear that the carefully processed datasets lead to better models. While datasets and models are frequently released by the community, the data preparation recipes are relatively nascent and not fully open. In this workshop, we invite contributions and collaborations in data preparation recipes for creating and using foundation models and generative AI applications, including (but not limited to) pre-training, alignment, fine tuning, and in-context learning. Data preparation spans data acquisition, cleaning, processing, mixtures, quality assessments, value of data, ablation studies, safety, and governance.
# Important Dates
▪ Workshop paper submission deadline: 15 November 2024, 11:59 pm Pacific Time.
▪ Notification to authors: 9 December 2024.
▪ Date of workshop: 3 or 4 March 2025.
# Topics
We encourage submissions under one of these topics of interest, but we also welcome other interesting and relevant research for preparing good data.
▪ Data acquisition, cleaning, processing, and mixture recipes
▪ Data quality assessment and quantifying the value of data
▪ Data sequence for multi-phase and curriculum learning
▪ Model-based data improvement techniques
▪ Ablation study strategies to understand the interplay between data and model
▪ Data safety and governance
▪ Responsible and ethical considerations of data collection and human annotation
▪ Diversity, bias, transparency, and privacy of data
▪ Theoretical modeling and analysis of data-related aspects in generative AI
▪ Large-scale data processing (intersection between systems and algorithms)
▪ Data value
We accept submissions of a maximum of 4 pages (excluding references and appendix). Papers will be peer-reviewed under a double-blind policy. Accepted papers will be presented at the poster session, some as oral presentations, and one paper will be awarded as the best paper.
# OpenReview Submission Link
Please submit your paper via the following link: https://openreview.net/group?id=AAAI.org/2025/Workshop/GoodData
# Submission Guidelines
▪ We accept submissions of a maximum of 4 pages (excluding references and appendix).
▪ We accept only original works not published before at any archival venue with proceedings.
▪ The submitted manuscript should follow the AAAI 2025 paper template.
▪ Submissions will be rejected without review if they:
▪ Contain more than 4 pages (excluding references and appendix).
▪ Violate the double-blind policy.
▪ Violate the dual-submission policy for papers.
▪ The accepted papers will be publicly accessible on OpenReview, but the workshop is non-archival and does not have formal proceedings.
▪ Papers will be peer-reviewed under a double-blind policy and must be submitted online through the OpenReview submission system.
Conference Topics
- artificial intelligence
- machine learning
- large language models
- generative ai
Frequently Asked Questions
What is Good-Data@AAAI 2025 : AAAI 2025 Workshop on Preparing Good Data for Generative AI: Challenges and Approaches (Good-Data)?
Good-Data@AAAI 2025 : AAAI 2025 Workshop on Preparing Good Data for Generative AI: Challenges and Approaches (Good-Data) is Join the AAAI 2025 Workshop on Preparing Good Data for Generative AI: Challenges and Approaches to explore the latest advancements in data preparation recipes for foundation models and generative AI applications.
How do I submit my paper?
Submit your paper via the official submission portal at https://sites.google.com/servicenow.com/good-data-2025/. Follow the submission guidelines outlined in the CFP.
How do I register for the conference?
Register at https://sites.google.com/servicenow.com/good-data-2025/. Early registration is recommended to secure your spot and avail discounts.
What topics are accepted at Good-Data@AAAI 2025 : AAAI 2025 Workshop on Preparing Good Data for Generative AI: Challenges and Approaches (Good-Data)?
The topics accepted at Good-Data@AAAI 2025 : AAAI 2025 Workshop on Preparing Good Data for Generative AI: Challenges and Approaches (Good-Data) include artificial intelligence, machine learning, large language models, generative ai. Papers that explore innovative ideas or solutions in these areas are highly encouraged.
What are the important dates for Good-Data@AAAI 2025 : AAAI 2025 Workshop on Preparing Good Data for Generative AI: Challenges and Approaches (Good-Data)?
- Start Date: 03 Mar, 2025
- End Date: 04 Mar, 2025
What is the location and date of Good-Data@AAAI 2025 : AAAI 2025 Workshop on Preparing Good Data for Generative AI: Challenges and Approaches (Good-Data)?
Good-Data@AAAI 2025 : AAAI 2025 Workshop on Preparing Good Data for Generative AI: Challenges and Approaches (Good-Data) will be held on 03 Mar, 2025 - 04 Mar, 2025 at Philadelphia, PA, USA. More details about the event location and travel arrangements can be found on the conference’s official website.
Can I submit more than one paper to Good-Data@AAAI 2025 : AAAI 2025 Workshop on Preparing Good Data for Generative AI: Challenges and Approaches (Good-Data)?
Yes, multiple submissions are allowed, provided they align with the conference’s themes and topics. Each submission will be reviewed independently.
What is the review process for submissions?
Papers will be reviewed by a panel of experts in the field, ensuring that only high-quality, relevant work is selected for presentation. Each paper will be evaluated on originality, significance, and clarity.
What presentation formats are available at Good-Data@AAAI 2025 : AAAI 2025 Workshop on Preparing Good Data for Generative AI: Challenges and Approaches (Good-Data)?
Presentations can be made in various formats including oral presentations, poster sessions, or virtual presentations. Specific details will be provided upon acceptance of your paper.
Can I make changes to my submission after I’ve submitted it?
Modifications to your submission are allowed until the submission deadline. After that, no changes can be made. Please make sure all details are correct before submitting.
What are the benefits of attending Good-Data@AAAI 2025 : AAAI 2025 Workshop on Preparing Good Data for Generative AI: Challenges and Approaches (Good-Data)?
Attending Good-Data@AAAI 2025 : AAAI 2025 Workshop on Preparing Good Data for Generative AI: Challenges and Approaches (Good-Data) provides an opportunity to present your research, network with peers and experts in your field, and gain feedback on your work. Additionally, it is an excellent platform for career advancement and collaboration opportunities.
What should I include in my abstract or proposal submission?
Your abstract or proposal should include a concise summary of your paper, including its purpose, methodology, and key findings. Ensure that it aligns with the conference themes.