NeurIPS 2025 Workshop on Constrained Optimization for Machine Learning
December 7th, 2025
The workshop will take place on December 7, 2025, in Upper Level Ballroom 6D–6E at the San Diego Convention Center, as part of the NeurIPS 2025 conference.
The full schedule is also available on the NeurIPS website.
Morning Session
| Time (PST) | Speaker | Event |
|---|---|---|
| 8:30 - 8:40 | Organizers | Opening Remarks |
| 8:40 - 9:20 | Frank E. Curtis (Lehigh) | Keynote: Stochastic Algorithms for Nonlinearly Constrained Optimization |
| 9:20 - 10:50 | – | Coffee Break & Poster Session 1 (Posters listed here) |
| 10:50 - 11:30 | Luiz Chamon (École Polytechnique) | Keynote: The 5 W’s and H of constrained learning |
| 11:30 - 11:45 | Ilyas Fatkhullin | Contributed talk: Global Solutions to Non-Convex Functional Constrained Problems via Hidden Convexity |
| 11:45 - 12:00 | Botong Zhang | Contributed talk: Alignment of Large Language Models with Constrained Learning |
| 12:00 - 13:30 | Lunch Break |
Afternoon Session
| Time (PST) | Speaker | Event |
|---|---|---|
| 13:30 - 14:10 | Ferdinando Fioretto (U. of Virginia) | Keynote: Constraint-Aware Generative Models |
| 14:10 - 14:25 | Lara Zebiane | Contributed talk: Active-Set Identification by Stochastic and Noisy Optimization Algorithms for Constrained Learning |
| 14:25 - 14:40 | Youngjae Min | Contributed talk: HardNet: Hard-Constrained Neural Networks with Universal Approximation Guarantees |
| 14:40 - 14:55 | Antonio Pariente Granero | Contributed talk: Infinity Embeddings: Representation learning with ultrametric structure for faster search via Constrained Learning |
| 14:55 - 15:20 | – | Coffee Break |
| 15:20 - 16:00 | Emily Ruth Diana (CMU) | Keynote: Minimax Fairness in Strategic Classification |
| 16:00 - 16:10 | Organizers | Closing Remarks |
| 16:10 - 17:40 | – | Poster Session 2 (Posters listed here) |
Questions?
Contact us at constrainedml@gmail.com.