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.
We invite submissions from researchers in the field of data-centric ML. Our topics of interest include, but are not limited to:
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 XXX Style Files or ZZZ 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:
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 ZZZ.
