Research map / Graph learning / Graph algorithms and clustering
Separate but Equal: Equality in Belief Propagation for Single Cycle Graphs
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 |
|---|---|---|---|
| Add small random unary costs as tie-breakers | Min-sum on single-cycle graphs that oscillate · Single cycle | belief equality | No clear effect |
| Add small random unary costs as tie-breakers | Min-sum on single-cycle graphs that oscillate · Single cycle | assignment equality | No clear effect |
| Use random unary costs | Min-sum on non-convergent single-cycle instances · Single cycle, 3–5 variables and domain sizes 2–5 | cases with assignment equality: 96; 98; 96; 97; 96; 96; 81; 94; 99; 84; 92; 96 | Mixed |
| Increase cycle size | Min-sum with random unary costs · Single cycle, domain sizes 2–5 | instances generated until 100 non-convergent cases: 2240; 5297; 10000+ | Hurt |
| Increase domain size | Min-sum with random unary costs · Single cycle, 3–5 variables | instances generated until 100 non-convergent cases: 2240; 837; 734; 414 | Helped |
| Use random unary costs | Min-sum on acyclic graphs · Acyclic graphs | belief equality | Helped |
Closest papers by meaning
- Beyond Trees: Analysis and Convergence of Belief Propagation in Graphs with Multiple Cycles (AAAI 2020 · similarity 0.93)
- Min-Max Propagation (NeurIPS 2017 · similarity 0.87)
- Truthful Mechanisms for Steiner Tree Problems (AAAI 2023 · similarity 0.85)
- Paths, Proofs, and Perfection: Developing a Human-Interpretable Proof System for Constrained Shortest Paths (AAAI 2024 · similarity 0.85)
- Bayesian Optimization of Functions over Node Subsets in Graphs (NeurIPS 2024 · similarity 0.85)
- Low Degree Hardness for Broadcasting on Trees (NeurIPS 2024 · similarity 0.83)
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.