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: TBA |
| 9:20 - 10:50 | – | Coffee Break & Poster Session 1 (Posters listed here) |
| 10:50 - 11:30 | Luiz Chamon (École Polytechnique) | Keynote: TBA |
| 11:30 - 11:45 | TBA | Contributed talk: Active-Set Identification by Stochastic and Noisy Optimization Algorithms for Constrained Learning |
| 11:45 - 12:00 | TBA | 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: TBA |
| 14:10 - 14:25 | TBA | Contributed talk: Global Solutions to Non-Convex Functional Constrained Problems via Hidden Convexity |
| 14:25 - 14:40 | TBA | Contributed talk: HardNet: Hard-Constrained Neural Networks with Universal Approximation Guarantees |
| 14:40 - 14:55 | TBA | 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: TBA |
| 16:00 - 16:30 | The Speakers | Panel Discussion |
| 16:30 - 16:40 | Organizers | Closing Remarks |
| 16:40 - 18:00 | – | Poster Session 2 (Posters listed here) |
Questions?
Contact us at constrainedml@gmail.com.