Livoa
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DATA COLLECTION AND PROCESSING
Website Crawl
Graph Construction
Content Processing
EMBEDDING AND GNN TRAINING
Nomic Embeddings
Neighbourhood Aggregation via GNN
GraphSAGE Training
STRATEGY AND LINK GENERATION
Strategy Selection
STRATEGIES
Best: High PageRank D5
Worst: Low PageRank D5
Mixed: High and Low PageRank
Random: No GNN No Depth No Semantics
Folder: Links on D4 and D5
Link Manually Based on Business Constraints
Balanced Automatic Choice
Link Generation
EVALUATION
TEST NETWORKS
Barabasi Albert Synthetic Network
FineWeb Real WWW Network
Testing and Evaluation
PageRank Analysis
wkg
by emi
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