{
  "abstract": "We propose and numerically study a scheme for neural networks using exciton-polariton waveguide meshes. These enable arbitrary programmable interlayer couplings suited to a restricted Boltzmann machine architecture where polariton phases act as stochastic network variables. We show that such a network can be trained using unsupervised Hebbian and anti-Hebbian updates. This allows the implementation of an associative memory, where the network recovers learned patterns from imperfect inputs.",
  "abstract_shown": true,
  "affiliations": [],
  "article_type": null,
  "arxiv": "2611.05846",
  "author_total": 8,
  "authors": [
    {
      "name": "Huawen Xu"
    },
    {
      "name": "Ruiqi Bao"
    },
    {
      "name": "Lingyu Tian"
    },
    {
      "name": "Yusong Gan"
    },
    {
      "name": "Junfeng Gao"
    },
    {
      "name": "Michal Matuszewski"
    },
    {
      "name": "Qihua Xiong"
    },
    {
      "name": "Timothy Liew"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/9a5yb5mm6qw4z.bib",
  "cited_by": 0,
  "doi": "10.48550/arxiv.2611.05846",
  "fulltext_url": null,
  "id": "9a5yb5mm6qw4z",
  "issns": [],
  "landing_url": "https://arxiv.org/abs/2611.05846",
  "language": null,
  "licence": "CC-BY-4.0",
  "licence_label": "CC BY 4.0",
  "licence_source": "article",
  "licence_url": "http://creativecommons.org/licenses/by/4.0/",
  "metadata_licence": "CC0-1.0",
  "native_subjects": [
    [
      "arxiv",
      "cond-mat.dis-nn"
    ]
  ],
  "openalex": null,
  "pdf_url": "https://arxiv.org/pdf/2611.05846",
  "pmcid": null,
  "pmid": null,
  "published": "2026-11-04",
  "publisher": null,
  "ris": "https://research.draconitic.com/paper/9a5yb5mm6qw4z.ris",
  "sources": [
    {
      "first_seen": "2026-11-05T15:20:56Z",
      "native_id": "2611.05846",
      "source": "arxiv",
      "url": "https://arxiv.org/abs/2611.05846"
    }
  ],
  "subjects": [
    {
      "field": "physics",
      "origin": "arxiv:cond-mat.dis-nn",
      "subfield": "condensed-matter"
    }
  ],
  "title": "Neural Networks with Exciton-Polariton Waveguides",
  "title_text": "Neural Networks with Exciton-Polariton Waveguides",
  "type": "preprint",
  "updated_at": "2026-11-09T00:20:19Z",
  "url": "https://research.draconitic.com/paper/9a5yb5mm6qw4z",
  "venue": "arXiv",
  "versions": []
}