Schedule
This workshop will be held in-person at ICML 2026 on Friday, July 10 in HALL D1, Seoul. The program covers invited talks, contributed talks, posters, and a panel discussion.
Friday, July 10, 2026 · HALL D1, Seoul. Official ICML page: 4th Structured Probabilistic Inference & Generative Modeling.
| Seoul Time (KST) | Type | Title & Speakers |
|---|---|---|
| 9:00 - 9:20 | Coffee Break | |
| 9:20 - 9:30 | Opening Remarks | |
| 9:30 - 10:00 | Invited Talk | Mingyuan Zhou (Microsoft AI Superintelligence, UT Austin) |
| 10:00 - 10:10 | Contributed Talk | Reward Score Matching: Unifying Reward-based Fine-tuning for Flow and Diffusion Models |
| 10:10 - 10:20 | Contributed Talk | Exact Posterior Score Estimation for Solving Linear Inverse Problems |
| 10:20 - 10:50 | Invited Talk | Jona Ballé (NYU) |
| 10:50 - 11:00 | Contributed Talk | When are likely answers right? On Sequence Probability and Correctness in LLMs |
| 11:00 - 11:10 | Contributed Talk | Structured Coupling for Flow Matching |
| 11:10 - 11:40 | Invited Talk | Jiatao Gu (UPenn CIS / Apple MLR) |
| 11:40 - 13:30 | Poster Session & Lunch Break | |
| 13:30 - 14:30 | Panel Session |
Diffusion Language Models vs Autoregressive Language Models? Subham Sekhar Sahoo (MBZUAI - IFM) Stefano Ermon (Stanford University) Jiaxin Shi (Meta SuperIntelligence Labs) |
| 14:30 - 15:00 | Invited Talk | Pilar Cossio (Flatiron Institute) |
| 15:00 - 15:10 | Contributed Talk | ABC: Any-Subset Autoregression via Non-Markovian Diffusion Bridges in Continuous Time and Space |
| 15:10 - 15:30 | Contributed Talk | Enhanced Diffusion Sampling: Efficient Rare Event Sampling and Free Energy Calculation with Diffusion Models |
| 15:30 - 16:00 | Invited Talk | Soojung Yang |
| 16:00 - 16:10 | Closing Remarks | |
| 16:10 - 17:00 | Poster Session |