2022 Data-driven Optimization Workshop
13 videos • 1,458 views • by Microsoft Research
1
Optimization from Structured Samples for Coverage and Influence Functions
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2
Online Facility Location with Predictions
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3
Oblivious Online Contention Resolution Schemes
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4
End-to-end Reinforcement Learning for the Large-scale Traveling Salesman Problem
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5
Machine Learning for Combinatorial Optimization: Some Empirical Studies
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6
Machine learning assisted hyper-heuristics for online combinatorial optimization problems
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7
Deep Reinforcement Learning in Supply Chain Optimizations
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8
Thompson Sampling in Combinatorial Multi-armed Bandits with Independent Arms
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9
Combinatorial Pure Exploration with Limited Observation and Beyond
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10
Adaptive Best-of-Both-Worlds Algorithm for Heavy-Tailed Multi-Armed Bandits
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11
Inverse Game Theory for Stackelberg Games: The Blessing of Bounded Rationality
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12
Efficient Machine Learning at the Edge in Parallel
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13
Joint Pricing and Inventory Management with Demand Learning
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