Research map / Bandits and online learning / Online convex optimization and games
Emulating the Expert: Inverse Optimization through Online Learning
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| increase iterations from 10 to 100 | MWU inverse optimization · Integer Knapsack n=1000 | average objective error: 0.1511 -> 0.0185 | Helped |
| increase iterations from 100 to 1000 | MWU inverse optimization · Integer Knapsack n=1000 | average objective error: 0.0185 -> 0.0036 | Helped |
| increase iterations from 10 to 100 | MWU inverse optimization · Integer Knapsack n=1000 | average solution error: 0.0492 -> 0.0087 | Helped |
| increase iterations from 100 to 1000 | MWU inverse optimization · Integer Knapsack n=1000 | average solution error: 0.0087 -> 0.0013 | Helped |
| increase iterations from 10 to 100 | MWU inverse optimization · Integer Knapsack n=1000 | average cumulative error: 0.2003 -> 0.0272 | Helped |
| increase iterations from 100 to 1000 | MWU inverse optimization · Integer Knapsack n=1000 | average cumulative error: 0.0272 -> 0.0049 | Helped |
Closest papers by meaning
- Online Inverse Linear Optimization: Efficient Logarithmic-Regret Algorithm, Robustness to Suboptimality, and Lower Bound (NeurIPS 2025 · similarity 0.88)
- Scalable Kernel Inverse Optimization (NeurIPS 2024 · similarity 0.87)
- Inverse Optimization via Learning Feasible Regions (ICML 2025 · similarity 0.87)
- Decoupling Learning and Decision-Making: Breaking the $\mathcal{O}(\sqrt{T})$ Barrier in Online Resource Allocation with First-Order Methods (ICML 2024 · similarity 0.86)
- Conformal Inverse Optimization (NeurIPS 2024 · similarity 0.86)
- Solver-Free Decision-Focused Learning for Linear Optimization Problems (NeurIPS 2025 · similarity 0.85)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.