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#inverse-optimization

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Relateddecision-making1 generalization1 learning1 milp1 online-learning1 regret1 theory1 variable-metric1

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arXiv cs.AI / cs.LG / cs.CL18d ago

Outperformance Inverse Optimization: Learning Objective Functions that Outperform Agent Decisions

Outperformance inverse optimization learns MILP objective weights that beat observed decisions on every component.

inverse-optimization milp

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arXiv cs.AI / cs.LG / cs.CL19d ago

Optimal and Efficient Online Inverse Optimization

A deterministic polynomial-time algorithm achieves optimal O(sqrt d) regret for online inverse linear optimization.

online-learning inverse-optimization

2