[CfP] NeurIPS 2025 Workshop on Constrained Optimization for Machine Learning

[Simon Lacoste-Julien]

Dear all,

We are excited to announce the first Workshop on Constrained Optimization for Machine Learning (COML) at NeurIPS 2025 (website, X).

This workshop explores constrained optimization as a principled approach to enforcing requirements—such as fairness, safety, and robustness—in hmachine learning models, a goal that is increasingly important as regulations and societal expectations around AI evolve.

We invite extended abstract submissions (4 pages), to be presented at the workshop on December 6th or 7th as part of NeurIPS 2025. The submission deadline is August 21, 2025 (AOE). For details, see the call for contributions.

If you are interested in reviewing for the workshop, please fill out the reviewer nomination form by August 21st.

We hope to see you in San Diego!

COML'25 Organization Commitee

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Simon Lacoste-Julien
Full Professor, Canada CIFAR AI chair
Department of Computer Science and Operations Research
Université de Montréal & Mila
http://www.iro.umontreal.ca/~slacoste