{
  "annotation_id": "f61e6f36-10c7-44ae-a100-c7871d28402f",
  "date_created": "2026-03-02T18:01:49.011000Z",
  "date_modified": "2026-03-02T18:01:49.011000Z",
  "file_hash": "695752a9de3ce04e4a952645b7e199a444de03820559b876c95c6fde1eee9e3b",
  "private": false,
  "record": {
    "abstract": "The role of interference and entanglement in quantum neural processing is\ndiscussed. It is argued that on contrast to the quantum computing the problem\nof the use of exponential resources as the payment for the absense of\nentanglement does not exist for quantum neural processing. This is because of\ncorresponding systems, as any modern classical artificial neural systems, do\nnot realize functions precisely, but approximate them by training on small sets\nof examples. It can permit to implement quantum neural systems optically,\nbecause in this case there is no need in exponential resources of optical\ndevices (beam-splitters etc.). On the other hand, the role of entanglement in\nquantum neural processing is still very important, because it actually\nassociates qubit states: this is necessary feature of quantum neural memory\nmodels.",
    "arxiv_id": "quant-ph/0112082",
    "authors": [
      "A. A. Ezhov"
    ],
    "categories": [
      "quant-ph"
    ],
    "doi": "10.1117/12.449168",
    "title": "Role of interference and entanglement in quantum neural processing",
    "url": "https://arxiv.org/abs/quant-ph/0112082"
  },
  "schema_id": "dorsal/arxiv",
  "source": {
    "execution_id": "2bbea2f7-0ee3-4c60-8eed-3d40d49013c0",
    "id": "arXiv Dataset IDs",
    "type": "Model",
    "variant": "snapshot-2026-03-01",
    "version": "0.1.0"
  },
  "user_id": 1000002
}