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What is InstantEmbedding: Efficient Node Representations about?

The paper introduces InstantEmbedding, a novel method for generating efficient local node representations using local PageRank computations, achieving global consistency in sublinear time. Empirical results demonstrate that InstantEmbedding is over 9,000 times faster and uses over 8,000 times less memory than traditional methods while maintaining high-quality embeddings for tasks like node classification and link prediction. This work addresses the Local Node Embedding problem, emphasizing the need for loca

Author

rafikbouhrawa

Language

EN