Reproduce “Wave-Based Semantic Memory with Resonance-Based Retrieval: A Phase-Aware Alternative to Vector Embedding Stores” on OpenResearch
Turn your favorite coding agents into research agents that review literature, develop hypotheses, and run experiments.
Universal app for Apple silicon and Intel. Requires macOS 11 or later.
About this paper
Aleksandr Listopad
ResonanceDB extends vector embeddings by storing patterns with an amplitude and phase, then scoring matches through interference: aligned phases reinforce and opposing phases cancel. The authors compare it with cosine retrieval on a compact operator test using happy and good. For NEG, resonance achieves P@1 = 1.0 versus approximately 0.0 for cosine; this does not establish performance on natural language.
Summary by alphaXiv.
Tip: change arxiv.org to autoarxiv.org in any arXiv abstract link to open the paper here.