Pith. sign in
Pith Number

pith:NHYWBONT

pith:2025:NHYWBONT7AM3K4ZGCVMJTUUTMM
not attested not anchored not stored refs pending

Confabulation dynamics in a reservoir computer: Filling in the gaps with untrained attractors

Andrew Flynn, Andrew Keane, Jack O'Hagan

arxiv:2505.04792 v3 · 2025-05-07 · math.DS · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{NHYWBONT7AM3K4ZGCVMJTUUTMM}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T11:47:22.651158Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

69f160b9b3f819b57326155899d2936317b2adef169097c335fbd9bbcfa5d979

Aliases

arxiv: 2505.04792 · arxiv_version: 2505.04792v3 · doi: 10.48550/arxiv.2505.04792 · pith_short_12: NHYWBONT7AM3 · pith_short_16: NHYWBONT7AM3K4ZG · pith_short_8: NHYWBONT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/NHYWBONT7AM3K4ZGCVMJTUUTMM \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 69f160b9b3f819b57326155899d2936317b2adef169097c335fbd9bbcfa5d979
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "87928fa1ed8fe19fc6e8b5e101e4baaca38cfd0587ac0bb3c9057754e3385294",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.DS",
    "submitted_at": "2025-05-07T20:38:44Z",
    "title_canon_sha256": "b22a5b5894c78cef94b8d3c305c671bc49edbfe3d9c800ed4cc8f04156d48e72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.04792",
    "kind": "arxiv",
    "version": 3
  }
}