Research map / Probabilistic and scientific modeling / Bayesian optimization
Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization
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 |
|---|---|---|---|
| qEHVI with exact autodiff gradients vs PESMO | multi-objective BO · BraninCurrin (CPU, q=1) | wall time: 249.16 -> 3.63 | Helped |
| qEHVI vs all baselines | multi-objective BO · BraninCurrin, C2-DTLZ2, VehicleSafety, ABR | log hypervolume difference | Helped |
| use exact gradients instead of finite differences or CMA-ES for acquisition optimization (ablation) | EHVI/qEHVI · DTLZ2 | acquisition optimization time | Helped |
| sequential greedy with integration over pending points instead of posterior mean or joint optimization (ablation) | qEHVI · DTLZ2 | hypervolume | Helped |
| increase batch size q | qEHVI · ABR | sample complexity per evaluation | No clear effect |
| TS-TCH instead of qEHVI | multi-objective BO · all benchmarks | wall time vs optimization performance | Mixed |
Closest papers by meaning
- Expected Hypervolume Improvement Is a Particular Hypervolume Improvement (AAAI 2025 · similarity 0.95)
- Probability Distribution of Hypervolume Improvement in Bi-objective Bayesian Optimization (ICML 2024 · similarity 0.91)
- Simple Extensions of Single-Objective Acquisition Functions and Hedge Strategies for Multi-Objective Bayesian Optimization (NeurIPS 2026 · similarity 0.89)
- BOtied: Multi-objective Bayesian optimization with tied multivariate ranks (ICML 2024 · similarity 0.87)
- MOBO-OSD: Batch Multi-Objective Bayesian Optimization via Orthogonal Search Directions (NeurIPS 2025 · similarity 0.86)
- Bayesian Optimisation with Unknown Hyperparameters: Regret Bounds Logarithmically Closer to Optimal (NeurIPS 2024 · similarity 0.86)
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.