Research map / Learning theory and algorithms / Fairness
Equity Promotion in Online Resource Allocation
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 |
|---|---|---|---|
| Use LP-based global sampling (SAMP) instead of GREEDY, UNIFORM, or RANKING | Online resource allocation · Minnesota COVID-19 vaccination data, over-demanded settings (ρ > 1) | competitive ratio | Helped |
| Use SAMP as minimum serving capacity b varies | Online resource allocation · Minnesota COVID-19 vaccination data, ρ = 2 | competitive ratio | Helped |
| Use SAMP to allocate scarce supply toward preset group targets | Online resource allocation · Minnesota COVID-19 vaccination data, ρ = 2 and ρ = 3 | ASR | Helped |
| Use SAMP when supply roughly meets demand | Online resource allocation · Minnesota COVID-19 vaccination data, ρ = 1 | ASR | No clear effect |
| Use SAMP in over-demanded settings | Online resource allocation · Minnesota COVID-19 vaccination data, ρ = 2 and ρ = 3 | RSR | Helped |
Closest papers by meaning
- Promoting External and Internal Equities Under Ex-Ante/Ex-Post Metrics in Online Resource Allocation (ICML 2024 · similarity 0.87)
- Promoting Fair Vaccination Strategies through Influence Maximization: A Case Study on COVID-19 Spread (AAAI 2024 · similarity 0.85)
- Allocation Requires Prediction Only if Inequality Is Low (ICML 2024 · similarity 0.82)
- Evaluating Index-based Treatment Allocation in Underresourced Communities (AAAI 2025 · similarity 0.82)
- Online Allocation with Unknown Shared Supply (NeurIPS 2026 · similarity 0.80)
- Time Fairness in Online Knapsack Problems (ICLR 2024 · similarity 0.80)
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.