Pith. sign in
Pith Number

pith:ACOIXPA7

pith:2025:ACOIXPA7KF36NC2EYX4WRIJXAM
not attested not anchored not stored refs pending

Beyond Message Passing: Neural Graph Pattern Machine

Chuxu Zhang, Nitesh V Chawla, Tianyi Ma, Yanfang Ye, Zehong Wang, Zheyuan Zhang

arxiv:2501.18739 v2 · 2025-01-30 · cs.LG · cs.AI · cs.SI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ACOIXPA7KF36NC2EYX4WRIJXAM}

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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 2026-07-05T11:09:07.284458Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

009c8bbc1f5177e68b44c5f968a137031e2aee3a187a91bc6ae2b97610d831a0

Aliases

arxiv: 2501.18739 · arxiv_version: 2501.18739v2 · doi: 10.48550/arxiv.2501.18739 · pith_short_12: ACOIXPA7KF36 · pith_short_16: ACOIXPA7KF36NC2E · pith_short_8: ACOIXPA7
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ACOIXPA7KF36NC2EYX4WRIJXAM \
  | 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: 009c8bbc1f5177e68b44c5f968a137031e2aee3a187a91bc6ae2b97610d831a0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "880a2a492feb906fa087cf66fd15d23be04fb4b606df819b429d60c0568504ae",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-30T20:37:47Z",
    "title_canon_sha256": "24cb782c54480ef65e9f40484ef93fb7fde2bbe0d1b8ed664258d253d0274c3d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.18739",
    "kind": "arxiv",
    "version": 2
  }
}