Module advanced_models 

Advanced Knowledge Graph Embedding Models

Implements RotatE+, PairRE, and RESCAL — three advanced KG embedding models that handle complex relation patterns including phase-space operations, 1-N/N-N relations, and bilinear scoring.

Structs

Lcg

Simple LCG (Linear Congruential Generator) for deterministic initialization without external rand dependency.

PairRE

PairRE: Handles 1-N, N-1, and N-N relations with paired relation vectors.

Rescal

RESCAL: Bilinear model for knowledge graph embedding.

RotatEPlus

RotatE+ with phase-space operations.