November 26, 2022
2022 Data-driven Optimization Workshop
Lieu: Beijing, China
| Time | Talk Titles | Speakers |
| 9:00 – 9:15 | Opening | Wei Chen, Xiaoming Sun |
| Session 1 | ||
| 9:15 – 9:40 | Joint Pricing and Inventory Management with Demand Learning [slides (opens in new tab), video (opens in new tab)] | Yuan Zhou |
| 9:40 – 10:05 | Efficient Machine Learning at the Edge in Parallel [slides (opens in new tab), video (opens in new tab)] | Furong Huang |
| 10:05 – 10:30 | Inverse Game Theory for Stackelberg Games: the Blessing of Bounded Rationality [slides (opens in new tab), video (opens in new tab)] | Weiran Shen |
| 10:30 – 10:40 | Photo Taking | |
| 10:40 – 11:00 | Tea Break | |
| Session 2 | ||
| 11:00 – 11:25 | Adaptive Best-of-Both-Worlds Algorithm for Heavy-Tailed Multi-Armed Bandits [slides (opens in new tab), video (opens in new tab)] | Longbo Huang |
| 11:25 – 11:50 | Combinatorial Pure Exploration with Limited Observation and Beyond [slides (opens in new tab), video (opens in new tab)] | Yuko Kuroki |
| 11:50 – 12:15 | Thompson Sampling in Combinatorial Multi-armed Bandits with Independent Arms [slides (opens in new tab), video (opens in new tab)] | Siwei Wang |
| 12:15 – 13:30 | Lunch Break | |
| Session 3 | ||
| 13:30 – 13:55 | Deep Reinforcement Learning in Supply Chain Optimizations [slides (opens in new tab), video (opens in new tab)] | Lei Song |
| 13:55 – 14:20 | Machine learning assisted hyper-heuristics for online combinatorial optimization problems [slides (opens in new tab), video (opens in new tab)] | Ruibin Bai |
| 14:20 – 14:45 | Machine Learning for Combinatorial Optimization: Some Empirical Studies [slides (opens in new tab), video (opens in new tab)] | Junchi Yan |
| 14:45 – 15:10 | End-to-end Reinforcement Learning for the Large-scale Traveling Salesman Problem [slides (opens in new tab), video (opens in new tab)] | Yan Jin |
| 15:10 – 15:30 | Tea Break | |
| Session 4 | ||
| 15:30 – 15:55 | Oblivious Online Contention Resolution Schemes [slides (opens in new tab), video (opens in new tab)] | Hu Fu |
| 15:55 – 16:20 | Online Facility Location with Predictions [slides (opens in new tab), video (opens in new tab)] | Shaofeng Jiang |
| 16:20 – 16:45 | Optimization from Structured Samples for Coverage and Influence Functions [slides (opens in new tab), video (opens in new tab)] | Zhijie Zhang |
| 16:45 – 16:50 | Closing |