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D. Hammerstrom

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Preprint Aug 2026

Columnar-Embedder: A Biologically Inspired Cortical Architecture for Binary Sparse Distributed Graph Representations

Across five graph benchmarks, the performance of SDRs is competitive with that of real-valued dense embeddings on node classification and link prediction, while the architecture exhibits portability, resilience to noise, and robustness to data corruption.

Mohamed Abidalrekab, D. Hammerstrom · 0 citations