One area that remains relatively underexplored is how data-centric methods perform across different data modalities, domains, and downstream applications. A key question is: which lessons can be shared across these settings, and which are domain-specific? Understanding these nuances is critical for building data-centric methods that are robust, efficient, and adaptable across domains.
This ICML 2025 workshop aims to bring together researchers and practitioners to bridge the gap between domain-specific data-centric approaches and identify generalizable principles. Participants will explore theoretical frameworks, empirical findings, and practical tools that enable effective knowledge transfer across the diverse landscape of data-centric AI.
📅 Workshop Date: Saturday, July 19 📍 Room: Meeting Room 208-209
We invite submissions from researchers in the field of data-centric ML. Our topics of interest include, but are not limited to:
Non-Archival: This workshop will not have formal proceedings.
Submission URL: Please submit your work via OpenReview. To help maintain the quality of the review process, we kindly ask you to nominate a potential reviewer by providing their email address in the OpenReview submission.
Length and Formatting: Submitted papers must be between 4 - 9 pages in PDF format using the ICML 25 Style Files including figures and tables. Authors are permitted to upload unlimited supplementary materials and references with their submissions. We will use a double-blind review process.
Important Dates:
We are sponsored by DatologyAI and will be awarding prizes to the best submissions!
If you have any questions, please send us an email at data_world@googlegroups.com
| Time | Type of Event | Speakers |
|---|---|---|
| 08:55 - 09:05 | Opening Remarks | Organizers |
| 09:05 - 09:35 | Invited Talk | Pang Wei Koh |
| 09:35 - 10:05 | Invited Talk | Alex Dimakis |
| 10:05 - 11:20 | Poster Session | Accepted poster presenters |
| 11:20 - 11:30 | Coffee Break | |
| 11:30 - 12:15 | Panel | Invited panelists & moderator |
| 12:15 - 12:45 | Oral Presentations (2 papers) | Accepted oral presenters |
| 12:45 - 13:30 | Lunch Break | |
| 13:30 - 14:00 | Invited Talk | Aditi Raghunathan |
| 14:00 - 14:30 | Invited Talk | Ari Morcos |
| 14:30 - 15:00 | Oral Presentations (2 papers) | Accepted oral presenters |
| 15:00 - 15:10 | Coffee Break | |
| 15:10 - 16:20 | Poster Session | Accepted poster presenters |
| 16:20 - 16:50 | Invited Talk | James Zou |
| 16:50 - 17:00 | Closing Remarks | Organizers |
To ensure the accessibility of our workshop for virtual attendees, we will stream all presentations and facilitate questions from online attendees via TBD.
