[CfP] AutoML conference 2025, NYC, September 8-11
Inês Gomes
REMINDER: the AutoML Conference is back! And this year, we are heading to New York City from September 8-11.
CALL FOR PAPERS
The main conference will feature two tracks: one focusing on methods advancing the state of the art and one focusing on applications, benchmarks, challenges, and datasets (ABCD) to drive the development of new methods.
Opportunities to submit other content (short papers, “breaking news” papers, journal papers, etc.) will be coming soon!
A non-exclusive list of topics is below.
Methods Track:
- model selection (e.g., neural architecture search, ensembling)
- configuration/tuning (e.g., via evolutionary algorithms, Bayesian optimization)
- AutoML methodologies (e.g., reinforcement learning, meta-learning, in-context learning, warmstarting, portfolios, multi-objective optimization, constrained optimization)
- pipeline automation (e.g., automated data wrangling, feature engineering, pipeline synthesis, and configuration)
- automated procedures for diverse data (e.g., tabular, relational, multimodal, etc.)
- ensuring quality of results in AutoML (e.g., fairness, interpretability, trustworthiness, sustainability, robustness, reproducibility)
- supporting analysis and insight from automated systems
- context/prompt optimization
- dataset distillation / data selection / foundation datasets
- AutoML for multi-objective optimization
- Large language models
ABDC Track:
- Applications: open-source AutoML software and applications in this category that help us bridge the gap between theory and practice
- Benchmarks: submissions to further enhance the quality of benchmarking in AutoML
- Challenges: design, visions, analyses, methods and best practices for future and past challenges
- Datasets: new datasets, collections of datasets, or meta-datasets that open up new avenues of AutoML research
You can check the full Call For Papers here: https://2025.automl.cc/call-for-papers/
IMPORTANT DATES
Abstract submission: 19 March, 2025
Paper submission: 24 March, 2025
Author notification: 13 May, 2025
Conference: 8-11 September, 2025
CONFIRMED KEYNOTES
Manuela Veloso, JP Morgan Chase
Andrew Gordon Wilson, New York University
Kevin Leyton-Brown, University of British Columbia
Erin LeDell, Distributional
… and more to come!
PREVIOUS EDITION
Check out last year’s conference videos and proceedings!
videos: https://www.youtube.com/@automl_conf/playlists
proceedings: https://proceedings.mlr.press/v256/
CONTACTS
Follow us on social media!
https://www.linkedin.com/company/automl-conf/
https://bsky.app/profile/automl-conf.bsky.social
Organizing Committee
:: General Chair:
Roman Garnett, Washington University in St. Louis
:: PC chairs:
Leman Akoglu, Carnegie Mellon University
Carola Doerr, CNRS and Sorbonne University, FR
Jan van Rijn, Leiden University, NL
See you there?
Inês Gomes
Dear all,
In light of the ICML review release on March
25, we have postponed the submission deadline for the
AutoML conference to March 26, 2025.
Please take note of the deadline, and do not hesitate to reach out should you have any questions about the AutoML conference!
Best,
Inês Gomes