Research map / Optimization / Optimizers
Profiling Pareto Front With Multi-Objective Stein Variational Gradient Descent
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 Stein repulsive kernel force (MOO-SVGD) instead of Langevin noise (MOO-LD) | multi-objective sampling · MaF1 tri-objective | hypervolume: 0.2613 -> 0.5867 | Helped |
| MOO-SVGD vs EPO with preference vectors | gradient-based MOO · MaF1 tri-objective | hypervolume: 0.5714 -> 0.5867 | Helped |
| MOO-SVGD vs EPO, PF-SMG, COSMOS and hypervolume optimization | ZDT1-3 · ZDT bi-objective | hypervolume over wall-clock time | Helped |
| MOO-SVGD vs EPO and PF-SMG on fairness trade-off | linear classifier · accuracy vs CV score | Pareto front quality | Helped |
| vary kernel bandwidth h and number of particles (ablation) | MOO-SVGD · ZDT1 | final hypervolume | Mixed |
| vary temperature alpha (ablation) | MOO-SVGD · ZDT1 | final hypervolume | Mixed |
Closest papers by meaning
- Improving Pareto Set Learning for Expensive Multi-objective Optimization via Stein Variational Hypernetworks (AAAI 2025 · similarity 0.88)
- PSMGD: Periodic Stochastic Multi-Gradient Descent for Fast Multi-Objective Optimization (AAAI 2025 · similarity 0.87)
- ParetoFlow: Guided Flows in Multi-Objective Optimization (ICLR 2025 · similarity 0.86)
- How to Find the Exact Pareto Front for Multi-Objective MDPs? (ICLR 2025 · similarity 0.86)
- Improved Finite-Particle Convergence Rates for Stein Variational Gradient Descent (ICLR 2025 · similarity 0.86)
- Preference-Guided Diffusion for Multi-Objective Offline Optimization (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.