Pith. sign in
Pith Number

pith:FQ4J6CLW

pith:2024:FQ4J6CLWNVNZHV6UIVV2MQKU6T
not attested not anchored not stored refs pending

GNN-based Probabilistic Supply and Inventory Predictions in Supply Chain Networks

Hershel Mehta, Hyung-il Ahn, Naveen Tewari, Santiago Olivar, Young Chol Song

arxiv:2404.07523 v1 · 2024-04-11 · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FQ4J6CLWNVNZHV6UIVV2MQKU6T}

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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 2026-07-05T08:06:54.249736Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2c389f09766d5b93d7d4456ba64154f4d25a394da59c70f930b1497f622afc78

Aliases

arxiv: 2404.07523 · arxiv_version: 2404.07523v1 · doi: 10.48550/arxiv.2404.07523 · pith_short_12: FQ4J6CLWNVNZ · pith_short_16: FQ4J6CLWNVNZHV6U · pith_short_8: FQ4J6CLW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FQ4J6CLWNVNZHV6UIVV2MQKU6T \
  | 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: 2c389f09766d5b93d7d4456ba64154f4d25a394da59c70f930b1497f622afc78
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "67985ed0ac8df47d119ae6cb754976f60c309f9661b988086d40e92cc4a6ebb7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-04-11T07:36:00Z",
    "title_canon_sha256": "30c4298cf734552bf3f0a349f5291c601b3b2776e741eec8268e243a7a5b313a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.07523",
    "kind": "arxiv",
    "version": 1
  }
}