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binary-embeddings

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topology-aware-sdm

gallori-ai / topology-aware-sdm

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Topology-Aware Sparse Distributed Memory for knowledge graph retrieval. Binary 256-bit addresses combining SimHash content + weighted majority vote over 1-hop neighbors, plus classical quantum walk refinement. MRR=0.919 globally, MRR=1.000 in 50-node subgraphs. Python stdlib, no GPU, no API, no training. DOI: 10.5281/zenodo.19645323

python information-retrieval reproducible-research simhash knowledge-graph sparse-distributed-memory quantum-walks hyperdimensional-computing graph-retrieval binary-embeddings
  • Updated Apr 18, 2026
  • Python

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