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Structure of Constraints in Sequential Decision-Making
Program
Data-Driven Decision Processes
Date
Monday, Oct. 10
–
Friday, Oct. 14, 2022
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Schedule
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The Workshop
Schedule
Videos
Monday, Oct. 10, 2022
9
–
9:25 a.m.
Coffee and Check In
9:25
–
9:30 a.m.
Opening Remarks
9:30
–
10:30 a.m.
Constant Regret in Exchangeable Action Models: Overbooking, Bin Packing, and Beyond
Daniel Freund (MIT)
10:30
–
11 a.m.
Coffee Break
11 a.m.
–
12 p.m.
Stochastic Bin Packing with Time-Varying Item Sizes
Weina Wang (Carnegie Mellon University)
12
–
2 p.m.
Lunch
2
–
3 p.m.
A Tutorial on Finite-Sample Guarantees of Contractive Stochastic Approximation With Applications in Reinforcement Learning
Siva Theja Maguluri (Georgia Institute of Technology)
3
–
3:30 p.m.
Coffee Break
3:30
–
4:30 p.m.
A Tutorial on Finite-Sample Guarantees of Contractive Stochastic Approximation With Applications in Reinforcement Learning
Zaiwei Chen (Caltech)
4:30
–
5:30 p.m.
Reception (In conjunction with the Peter Bartlett recognition event)
Tuesday, Oct. 11, 2022
9
–
9:30 a.m.
Coffee and Check In
9:30
–
10:30 a.m.
The Statistical Complexity of Interactive Decision Making
Dylan Foster (Microsoft Research)
10:30
–
11 a.m.
Break
11 a.m.
–
12 p.m.
A Game-Theoretic Approach to Offline Reinforcement Learning
Ching-An Cheng (Microsoft Research)
12
–
2 p.m.
Lunch
2
–
3 p.m.
Are Multicriteria MDPs Harder to Solve Than Single-Criteria MDPs?
Csaba Szepasvari (University of Alberta, Google DeepMind)
3
–
3:30 p.m.
Break
3:30
–
4:30 p.m.
Learning Across Bandits in High Dimension via Robust Statistics
Hamsa Bastani (University of Pennsylvania)
Wednesday, Oct. 12, 2022
9
–
9:30 a.m.
Coffee and Check In
9:30
–
10:30 a.m.
Fast Algorithms for Online Stochastic Convex Programming
Nikhil Devanur (Amazon)
10:30
–
11 a.m.
Break
11 a.m.
–
12 p.m.
New Results on Primal-Dual Algorithms for Online Allocation Problems With Applications to Budget Pacing in Online Advertising
Haihao Lu (Chicago Booth School of Business)
12
–
2 p.m.
Lunch
2
–
3 p.m.
Dynamic Spatial Matching and Applications
Yash Kanoria (Columbia University)
3
–
3:30 p.m.
Break
3:30
–
5 p.m.
Poster Session (In-Person Only)
Thursday, Oct. 13, 2022
9
–
9:30 a.m.
Coffee and Check In
9:30
–
10:30 a.m.
Optimal Learning for Structured Bandits
Negin Golrezei (Massachusetts Institute of Technology)
10:30
–
11 a.m.
Break
11 a.m.
–
12 p.m.
When Matching Meets Batching: Optimal Multi-stage Algorithms and Applications
Rad Niazadeh (The University of Chicago Booth School of Business)
12
–
2 p.m.
Lunch
2
–
3 p.m.
The Power of Adaptivity in Representation Learning: From Meta-Learning to Federated Learning
Sanjay Shakkottai (University of Texas at Austin)
3
–
3:30 p.m.
Break
3:30
–
5 p.m.
Open Problem Session (In-Person Only)
Friday, Oct. 14, 2022
9
–
9:30 a.m.
Coffee and Check In
9:30
–
10:30 a.m.
Near-Optimal No-Regret Learning for General Convex Games
Gabriele Farina (Carnegie Mellon University)
10:30
–
11 a.m.
Break
11 a.m.
–
12 p.m.
Learning to Control Safety-Critical Systems
Adam Wierman (California Institute of Technology)
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