SynergyKGC fuses entity semantics with heterogeneous topologies via cross-modal synergy. Uses density-dependent anchoring and double-tower consistency. Improves KGC hit rates on benchmarks.
Key Points
- 1.Relation-aware cross-attention
- 2.Semantic-intent gating
- 3.Reconciles dense/sparse regions
Impact Analysis
Enhances relational reasoning in non-homogeneous knowledge graphs.
Technical Details
Active Cross-Modal Synergy Expert with Identity Anchoring.