{
  "id": "2610.07907",
  "title": "Continuous Memory Machines",
  "authors": "Ciaran Regan, Kai Arulkumaran, Luke Darlow, Stefania Druga, Sebastian Risi, Llion Jones",
  "first_public": "2026-10-06",
  "added_at": "2026-10-18",
  "venue": "arXiv",
  "arxiv": "2610.07907",
  "paper_url": "https://arxiv.org/abs/2610.07907",
  "summary": "Keeps separate short- and long-term matrix memories and lets a transformer update both through bidirectional reads and writes. Tests this recurrent architecture on algorithmic, in-context learning, and reasoning tasks.",
  "lens": [
    "recurrent"
  ],
  "representation": [
    "hidden-state",
    "cache-memory"
  ],
  "computation": [
    "recurrent",
    "stateful"
  ],
  "training": [
    "supervised"
  ],
  "questions": [
    "architecture",
    "capability",
    "generalization"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "symbolic"
  ],
  "provenance": "Primary-source literature search, 2026-10-18",
  "author_names": [
    "Ciaran Regan",
    "Kai Arulkumaran",
    "Luke Darlow",
    "Stefania Druga",
    "Sebastian Risi",
    "Llion Jones"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2610.07907/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2610-07907",
  "citation_date": "2026-10-06",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2610.07907/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2610.07907/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2610.07907/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2610.07907/citation.csl.json"
}