Research map / Learning theory and algorithms / Submodular and game algorithms
Decomposable Submodular Function Minimization: Discrete and Continuous
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 level-1 IBFS instead of coordinate descent | DSFM on image-segmentation instances with small cliques · Small cliques | running time | Mixed |
| Use level-1 IBFS instead of gradient methods | DSFM with larger cliques or generic level-0 methods · Large cliques | running time | Hurt |
| Use coordinate descent with an approximate Fujishige-Wolfe level-0 solver | DSFM with large region potentials · Large cliques | ability to obtain an approximate solution | Helped |
| Warm-start Fujishige-Wolfe from the current solution and run 10 iterations (ablation) | Fujishige-Wolfe level-0 solver with coordinate descent · Large cliques with region potentials | running time | Helped |
| Use a generic Fujishige-Wolfe level-0 solver instead of the potential-specific quadratic minimization algorithm (ablation) | RCDM and ACDM · Large cliques with region potentials | running time: 4.29954 -> 4.4422 | Hurt |
Closest papers by meaning
- Decomposable Submodular Function Minimization via Maximum Flow (ICML 2021 · similarity 0.93)
- Discrete and Continuous Difference of Submodular Minimization (ICML 2025 · similarity 0.89)
- Corporate Needs You to Find the Difference: Revisiting Submodular and Supermodular Ratio Optimization Problems (NeurIPS 2025 · similarity 0.88)
- Consistent Submodular Maximization (ICML 2024 · similarity 0.87)
- From Linear to Linearizable Optimization: A Novel Framework with Applications to Stationary and Non-stationary DR-submodular Optimization (NeurIPS 2024 · similarity 0.87)
- Decomposable Submodular Maximization in Federated Setting (ICML 2024 · similarity 0.87)
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.