Research map / Learning theory and algorithms / Combinatorial and search optimization
Efficient Bayesian Network Structure Learning via Parameterized Local Search on Topological Orderings
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Increase the window search radius from r=3 to r=11 (ablation) | Window + insert local search · alarm-1000 | average score: -11265.42 -> -11264.60 | Helped |
| Increase the window search radius from r=3 to r=11 (ablation) | Window + insert local search · carpo-10000 | average score: -174451.06 -> -174397.24 | Helped |
| Increase the window search radius from r=3 to r=11 (ablation) | Window + insert local search · asia-1000 | average score: -2317.49 -> -2317.49 | No clear effect |
| Increase the window search radius from r=3 to r=11 (ablation) | Window + insert local search · hailfinder-100 | average score: -6021.58 -> -6021.58 | No clear effect |
| Use a larger window search radius (r=9 or r=11) (ablation) | Window + insert local search · GOBNILP datasets | average score | Helped |
Closest papers by meaning
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- Inexact Column Generation for Bayesian Network Structure Learning via Difference-of-Submodular Optimization (NeurIPS 2025 · similarity 0.88)
- Differentiable Structure Learning with Partial Orders (NeurIPS 2024 · similarity 0.86)
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