Pith. sign in
Pith Number

pith:ZFHODFGE

pith:2023:ZFHODFGE2X4C3S5QXHKBF63MGF
not attested not anchored not stored refs pending

Flood and Echo Net: Algorithmically Aligned GNNs that Generalize

Florian Gr\"otschla, Jo\"el Mathys, Kalyan Varma Nadimpalli, Roger Wattenhofer

arxiv:2310.06970 v3 · 2023-10-10 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZFHODFGE2X4C3S5QXHKBF63MGF}

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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.
Receipt and verification
First computed 2026-07-05T08:26:14.278940Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c94ee194c4d5f82dcbb0b9d412fb6c3175123c64d9d160eb3615e5bd3e6887e2

Aliases

arxiv: 2310.06970 · arxiv_version: 2310.06970v3 · doi: 10.48550/arxiv.2310.06970 · pith_short_12: ZFHODFGE2X4C · pith_short_16: ZFHODFGE2X4C3S5Q · pith_short_8: ZFHODFGE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZFHODFGE2X4C3S5QXHKBF63MGF \
  | 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: c94ee194c4d5f82dcbb0b9d412fb6c3175123c64d9d160eb3615e5bd3e6887e2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4d7217cd9230edf1be091c13d2e6899689bbd37ee32a50d6098b940af343596a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-10T19:47:58Z",
    "title_canon_sha256": "93929004af4682b92f020620cf106ccda5b5f5a6dc7053f747d246fa11825b7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.06970",
    "kind": "arxiv",
    "version": 3
  }
}